{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e274c360-7cc4-4121-9d2f-08a4d97d06cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据基本信息：\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000 entries, 0 to 999\n",
      "Data columns (total 8 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   性别      1000 non-null   object\n",
      " 1   民族      1000 non-null   object\n",
      " 2   父母教育程度  1000 non-null   object\n",
      " 3   午餐      1000 non-null   object\n",
      " 4   课程完成情况  1000 non-null   object\n",
      " 5   数学成绩    1000 non-null   int64 \n",
      " 6   阅读成绩    1000 non-null   int64 \n",
      " 7   写作成绩    1000 non-null   int64 \n",
      "dtypes: int64(3), object(5)\n",
      "memory usage: 62.6+ KB\n",
      "\n",
      "数据描述性统计信息：\n",
      "             数学成绩         阅读成绩         写作成绩\n",
      "count  1000.00000  1000.000000  1000.000000\n",
      "mean     66.08900    69.169000    68.054000\n",
      "std      15.16308    14.600192    15.195657\n",
      "min       0.00000    17.000000    10.000000\n",
      "25%      57.00000    59.000000    57.750000\n",
      "50%      66.00000    70.000000    69.000000\n",
      "75%      77.00000    79.000000    79.000000\n",
      "max     100.00000   100.000000   100.000000\n",
      "\n",
      "每列的空值数量：\n",
      "性别        0\n",
      "民族        0\n",
      "父母教育程度    0\n",
      "午餐        0\n",
      "课程完成情况    0\n",
      "数学成绩      0\n",
      "阅读成绩      0\n",
      "写作成绩      0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "try:\n",
    "    file_path = \"D:/python_w/python_w/StudentsPerformance.csv\"\n",
    "    df = pd.read_csv(file_path, encoding=\"gbk\")\n",
    "except Exception as e:\n",
    "    print(e)\n",
    "else:\n",
    "    print(\"数据基本信息：\")\n",
    "    df.info()\n",
    "    print(\"\\n数据描述性统计信息：\")\n",
    "    print(df.describe())\n",
    "    print(\"\\n每列的空值数量：\")\n",
    "    print(df.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "27943bbc-9495-448f-a914-dbc1d244b6a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  性别 民族 父母教育程度     午餐 课程完成情况  数学成绩  阅读成绩  写作成绩\n",
      "0  女  B   学士学位     标准    未完成    72    72    74\n",
      "1  女  C  大学未毕业     标准     完成    69    90    88\n",
      "2  女  B   硕士学位     标准    未完成    90    95    93\n",
      "3  男  A  副学士学位  自由/减少    未完成    47    57    44\n",
      "4  男  C  大学未毕业     标准    未完成    76    78    75\n"
     ]
    }
   ],
   "source": [
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "90130748-0ccc-4411-bd4f-397388b5e830",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  性别 民族 父母教育程度     午餐 课程完成情况  数学成绩  阅读成绩  写作成绩  total_score  percentage\n",
      "0  女  B   学士学位     标准    未完成    72    72    74          218   72.666667\n",
      "1  女  C  大学未毕业     标准     完成    69    90    88          247   82.333333\n",
      "2  女  B   硕士学位     标准    未完成    90    95    93          278   92.666667\n",
      "3  男  A  副学士学位  自由/减少    未完成    47    57    44          148   49.333333\n",
      "4  男  C  大学未毕业     标准    未完成    76    78    75          229   76.333333\n"
     ]
    }
   ],
   "source": [
    "df[\"total_score\"] = df.iloc[:, 5:8].sum(axis=1)\n",
    "df[\"percentage\"] = df[\"total_score\"] / 3\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "51fc912a-da90-4096-bd55-d863548d9cd6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  性别 民族 父母教育程度     午餐 课程完成情况  数学成绩  阅读成绩  写作成绩  total_score  percentage  \\\n",
      "0  女  B   学士学位     标准    未完成    72    72    74          218   72.666667   \n",
      "1  女  C  大学未毕业     标准     完成    69    90    88          247   82.333333   \n",
      "2  女  B   硕士学位     标准    未完成    90    95    93          278   92.666667   \n",
      "3  男  A  副学士学位  自由/减少    未完成    47    57    44          148   49.333333   \n",
      "4  男  C  大学未毕业     标准    未完成    76    78    75          229   76.333333   \n",
      "\n",
      "  pass_reading pass_math pass_writing  \n",
      "0         Pass      Pass         Pass  \n",
      "1         Pass      Pass         Pass  \n",
      "2         Pass      Pass         Pass  \n",
      "3         Fail      Fail         Fail  \n",
      "4         Pass      Pass         Pass  \n"
     ]
    }
   ],
   "source": [
    "# df = df.drop(['(pass_reading, pass_math, pass_writing)'], axis=1)\n",
    "df['pass_reading'] = df.iloc[:,5].apply(lambda x: 'Pass' if x >= 60 else 'Fail')\n",
    "df['pass_math'] = df.iloc[:,6].apply(lambda x: 'Pass' if x >= 60 else 'Fail')\n",
    "df['pass_writing'] = df.iloc[:,7].apply(lambda x: 'Pass' if x >= 60 else 'Fail')\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "4026e0c3-47d6-45b8-a104-1d1a2f10c487",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    性别  民族 父母教育程度     午餐 课程完成情况  数学成绩  阅读成绩  写作成绩  total_score  percentage  \\\n",
      "995  女  其他   硕士学位     标准     完成    88    99    95          282   94.000000   \n",
      "996  男   C   高中毕业  自由/减少    未完成    62    55    55          172   57.333333   \n",
      "997  女   C   高中毕业  自由/减少     完成    59    71    65          195   65.000000   \n",
      "998  女   D  大学未毕业     标准     完成    68    78    77          223   74.333333   \n",
      "999  女   D  大学未毕业  自由/减少    未完成    77    86    86          249   83.000000   \n",
      "\n",
      "    pass_reading pass_math pass_writing status   总评  \n",
      "995         Pass      Pass         Pass   Pass   优秀  \n",
      "996         Pass      Fail         Fail   Fail  不及格  \n",
      "997         Fail      Pass         Pass   Fail  不及格  \n",
      "998         Pass      Pass         Pass   Pass   中等  \n",
      "999         Pass      Pass         Pass   Pass   良好  \n"
     ]
    }
   ],
   "source": [
    "# df['status'] = df.apply(lambda x: 'Pass' if (x['pass_reading'] == 'Pass' and x['pass_math'] == 'Pass' and x['pass_writing'] == 'Pass') else 'Fail', axis = 1)\n",
    "import numpy as np\n",
    "df['status'] = np.where((df['pass_reading'] == 'Pass') & (df['pass_math'] == 'Pass') & (df['pass_writing'] == 'Pass'), 'Pass', 'Fail')\n",
    "print(df.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "e5b7e4a6-12c8-41d7-a8ba-2290f05f0872",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    性别  民族 父母教育程度     午餐 课程完成情况  数学成绩  阅读成绩  写作成绩  total_score  percentage  \\\n",
      "995  女  其他   硕士学位     标准     完成    88    99    95          282   94.000000   \n",
      "996  男   C   高中毕业  自由/减少    未完成    62    55    55          172   57.333333   \n",
      "997  女   C   高中毕业  自由/减少     完成    59    71    65          195   65.000000   \n",
      "998  女   D  大学未毕业     标准     完成    68    78    77          223   74.333333   \n",
      "999  女   D  大学未毕业  自由/减少    未完成    77    86    86          249   83.000000   \n",
      "\n",
      "    pass_reading pass_math pass_writing status   总评  \n",
      "995         Pass      Pass         Pass   Pass   优秀  \n",
      "996         Pass      Fail         Fail   Fail  不及格  \n",
      "997         Fail      Pass         Pass   Fail  不及格  \n",
      "998         Pass      Pass         Pass   Pass   中等  \n",
      "999         Pass      Pass         Pass   Pass   良好  \n"
     ]
    }
   ],
   "source": [
    "def get_grade(percentage):\n",
    "    if percentage >= 90:\n",
    "        return '优秀'\n",
    "    elif 80 <= percentage < 90:\n",
    "        return '良好'\n",
    "    elif 70 <= percentage < 80:\n",
    "        return '中等'\n",
    "    elif 60 <= percentage < 70:\n",
    "        return '及格'\n",
    "    else:\n",
    "        return '不及格'\n",
    "df[\"总评\"] = df[df['status'] == 'Pass']['percentage'].apply(get_grade)\n",
    "# df[\"总评\"] = np.where(df['status'] == 'Fail' , '不及格', df[\"总评\"])\n",
    "df['总评'] = df['总评'].fillna('不及格')\n",
    "print(df.tail())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f8597765-3997-4c83-9bdb-c8cc3c5287a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "# 绘制父母受教育程度的水平柱状图\n",
    "count = df[\"父母教育程度\"].value_counts()\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "plt.barh(count.index, count.values)\n",
    "plt.title(\"父母受教育程度的水平柱状图\")\n",
    "plt.xlabel(\"count\")\n",
    "plt.ylabel(\"Parents educational level\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "ac467077-637e-4d4b-9a78-646b5cf9288d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制全体学生成绩分布饼图\n",
    "range_count = df['总评'].value_counts()\n",
    "plt.pie(range_count, labels=range_count.index, autopct='%1.2f%%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "b11c330d-a97b-4889-ad24-af4cd61c13f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制各科成绩分布直方图\n",
    "subjects = ['数学成绩', '阅读成绩', '写作成绩']\n",
    "for i in  range(len(subjects)):\n",
    "    subject = subjects[i]\n",
    "    color = colors[i]\n",
    "    plt.hist(df[subject], bins=10, color=color, alpha=0.7, label=subject)\n",
    "\n",
    "plt.title('各科成绩分布直方图')\n",
    "plt.xlabel('score')\n",
    "plt.ylabel('count')\n",
    "plt.legend(\"各科成绩\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a7aa5434-8d7c-4a0c-9eaa-b78dac20b9d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制父母受教育程度与前置课程是否完成统计分类图\n",
    "table = df.pivot_table(index='父母教育程度', columns='课程完成情况', aggfunc='size', fill_value=0)\n",
    "table.plot(kind='bar')\n",
    "plt.title('父母受教育程度与前置课程完成情况统计分类图')\n",
    "plt.xlabel('Parental education')\n",
    "plt.xticks(rotation=0)\n",
    "plt.ylabel('count')\n",
    "plt.legend(title='课程完成情况')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "eb1b9e99-40b5-49da-b2c3-96b83dccb9d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制成绩评级与性别分布箱线图\n",
    "import seaborn as sns\n",
    "sns.boxplot(x = \"总评\", y = 'total_score', hue = \"性别\", data = df)\n",
    "plt.title(\"成绩评级与性别分布箱线图\")\n",
    "plt.xlabel('Grade of achievement')\n",
    "plt.ylabel('score')\n",
    "plt.legend(title='性别')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "749a78d0-29c1-4131-80be-359ba87fe461",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Xef/99wEoKysDqh7LttvtjBgxgi+++MLl3J07d+JwOAgNDT2p97527VrOO+88l32VlZUUFRVx5MiROs+tLhT+SavVMm3aNKZNm+bcN336dF599VVatWrlfCT8/fffp7Cw0KV4vPbaa1FKMXLkSG6//XbOO+88lixZclLv5UQSEhJYtGgRISEhTJkyhQULFgB/P7Jd/UW/bt06unTp4nJu586d2bVrF5MnTz7p+x1fGO3fv5+2bdue9LlKKa6++mp0Oh1PPvkk3bt3r/P4xMRENm7cyDXXXEOHDh2c+/Pz8/niiy+YPXs2RqORZcuWMWDAAH766ScqKyuJjo7m008/5fPPP+emm27im2++YeHChZxzzjloNBoMBgOjR48mJSXFWfjY7XbKy8v58ssvefXVV3n22WdJTU2lWbNmHDx4sMaCp7rIW7FiBRdccEGt70Oj0bgUo/80adIkhgwZQnh4OJMnT2bOnDmEhITw3//+t87PR4h/koJHnJH279+PVqt1toQcz2KxuLSSVDObzUBVseTv78+mTZu47rrrAJg8eTJvvvkmX331FZs2baJLly706dOHuXPn8sorrxAYGEjnzp156KGHGDlyJACvvvoqUVFRJCcn07FjR+677z5+/PFH9uzZ4/KFDnD48GFCQkLcWqPy8vL44osvmDZtGkajke+//54HH3yQJ554AoArr7ySoKAg51NCNZkxYwYzZsw44We2evVqBg8e7JYbVBUAd999N3fffXed16htnpzKykqee+45xo4dC8DVV19NTEwMAF26dHHOKzR//nweffRRIiMjnecqpbj33ns5cOAACxcuJDU1laSkJObMmcMzzzzjViAqpUhKSiIjI8Nl/4EDB9yK0mHDhnHZZZeRnp7OwoULue666xg6dKhbC89tt91GRUWFyxw8LVu2JDMzkz179rBt2zYMBgMWi4WjR4+yY8cOysvLiYyMdBbdr732GsuXL8dgMJCenk5+fr5Lq8UFF1xQ51NiGo2GJUuWUFFRQXx8PLm5uRiNRjp37sz111/vbMGBqlaStLQ0YmNjWbZsmct1/ve///Hee+/xwAMPcPvttzuLiZYtW7J3716UUmg0Gq688kq6devGzTff7PZ7abVaueOOO3j00UcB+O677xg1ahT9+vVjyJAhLF26lDVr1pCUlERlZSWxsbFu76euIuaf6mphXLp0KcuWLePTTz8lMTGRH3/8kZSUFC6//HISEhK44IILXAptIWojBY84I11yySXs3Lmz1nhKSgpz5sxx2z906FDuueceRo0aRZcuXXj44Yf5z3/+wxVXXAHgLGYAMjMz+fHHHzl8+DA//PADv/76q/Mx3EWLFrF161buu+8+1qxZwyOPPMJHH31EZmYmHTt25KWXXqJbt25AVTHQt29fLrvsMt566y2XfD7++GNmzZrF9ddf79xXWVnp/OKt7gYrLi7GZrOh0WgICws7pc8sOzsbPz+/Gr+c/vlZfv311/To0YOWLVs691VUVNT62G9paSnJycnOYspmszn/6u/fvz/vvPMOjz32GMHBwUyfPt3l3Llz5zJ37lz8/f2JjIwkMDCQlJQU/P396du3LykpKeTn51NUVERycjLz58/n6aefdsuhWbNm/PHHH87XV111lfPfHTt25OKLL+bZZ59l6NChzkn0qt9PdQvJPyevDAoKYuzYsRw7dgyj0UhhYSEvvvgir7/+OuXl5dx9993MnDkTgMjISFq0aIHRaCQ1NZWYmBjn5/fjjz8SERFxwsfiq4tEgKioKIqKisjKyqJnz54EBQU5Y7m5uTW2blqtViZMmMC1115LUFAQOTk5zlheXh6pqakuExcGBAQwb948KisrqaiocBaARqORxx9/3Fl4K6Wc+wEGDhzI66+/TkBAANHR0S5djdWqP+Pc3Nwa/zA5Xl2TW6amppKdnc27775LXl6esyUxJSWFVatW8fXXX9d4fyHceHH8kBCnrLS01G3wa7UTDVp2OBxq6dKlyuFwqE2bNilAde/e3W3r0KGDAtzuk56eroKCgtSsWbPcHkt/+eWXVWhoqCoqKlJr1qxR1f+Lvfbaa26Tt9ntdtWuXTv1n//8x7mvV69eymQyOZ9wMhgMymAwqODgYBUQEKCuuOIK57FlZWVq/fr1auvWrTU+Ep6enq62b9+uNmzYoMxms/rf//6n2rRp4/Z5jBkzRs2fP1/99ttvKjAwUFVUVKhnnnlGtWnTxvkklVJKXXbZZerGG2+s8ZF7wGVAc6tWrdTixYuVUkrl5eUpvV6vAPXVV1+53X/37t3q3XffVX/99ZfLo83PPPOM85H4hx9+WPXq1UsppdS8efOcTxVV+/DDD2sctHz878EXX3yhdDqdOnz4sNqzZ48CVFlZmcs5x//ManL8Y+l1GThwoPr3v//tfD1lyhR15513qqysLJepBep6LF2pqukTdDqdOnbsmMv+3r17qwceeMDt+IyMDKXX61VQUFCNT8sBKiQkxGW/v7+/0ul0av369c7rjB492uWz+/bbb13+X6j+/AwGg9vj5NW2bdt20lNGLFq0yO386kHL1ex2uyotLVXvvPOO6tixoxo2bJjL8TJoWZyItPCIM1JAQMApn6vRaLj00kudr3U6HZs3b3Y7bseOHXTs2BGLxYJe//f/KsnJyTzyyCM88MADvP766879lZWVvPjii9xyyy2EhIS4XOvWW2/l/fff59Zbb2Xbtm34+fmxaNEi9u/f79Ycf7JdWvv27aNv374YjcZauw+UUlRUVPDzzz+TmZlJUlKSS7w6dtddd6HT6SgtLcVoNPLQQw/x66+/8tRTT/HSSy8B8MILL3Deeeeh0+lcWqqqJ8GrHq9SvSxBdbdVeXk5gYGBxMfHM2bMGKCq9az6r/I2bdo4W4ZycnJYsWIFCQkJLt1nqampDBs2zPn6n0sunIyRI0eybt06EhIS2Lp1K3q9Hn9//3pf50QyMzNZt24d9913n3NfeXk5iYmJzrxPZnB5eXk5Tz31FGPGjCEiIsIldvjwYbefJVSNBatpnNX333/PuHHjSEhIYNSoUcydO7ee78pV69atGTFiBD/++CO33XZbjcdYrVasVqvL/zvVHA6Hy2Ds2rpKj/ff//6Xzz77jLFjx/Lxxx/X+P6FqIvMtCzOena7nR49etCjRw+6dOlCeHg4PXr0YMKECURFRZGamupyvMlk4sEHH0Sr1Tqb+gGee+45srKynLMFHx/TaDQ8+uijmEwmMjIyKC0t5cEHH3R+CZ0Mh8NBZWWl80uzc+fO2Gw2ysrKKCwsrHErKirCYrEwePBgDhw44Nb0/8MPP+Dv78/555+PyWRCq9Wi0WjQaDQsXryY559/3nlcZWUl3377LQsWLODNN990XmP16tWEh4eTlJTEI488wrhx4ygrK6NNmzYcPHiQ4cOH06pVK/bu3ctXX30FVBWAt9xyCwD/+te/6Nq1K6GhocTGxnLVVVeRnZ3NhAkT+N///sfBgwf54YcfuPzyy3njjTfo3r278zr//DlmZmY6t38WRUajkXPOOQeoGtj7z6K0ITgcDu666y6ioqJcukeri76WLVuilKJ37951XsdsNjN69GiOHDni1jVbVFTE0aNHT/oLf9u2bUybNo2HHnqIZcuW8cknn3D33XfXuX6cUoonn3wSPz8//Pz8nF2+1XJzc8nOzgZgyZIlbkXWkSNH6NOnDy+++CJ2u52rr77aOdao+om46m6u33//nVatWjmvV+2fM1rffPPN3HnnnaxZs4aePXsyceJEt7xrmoVciGpS8Igmx2q1nvSCl6Wlpeh0Or7//nv+9a9/8eGHHxIeHk5QUJCzRaGuRUkrKyudf51Onz6d77//nvDwcJ555hlmzZrlMt5m9OjRbN26lQ4dOpCamkpJSYnb47nVXzTVRccXX3zBBx984FyGwGQyndIATaUU27Ztc/uSfOutt5yPdRuNRhwOh/OLKDo6GoPBQEVFBQ8++CBPP/00/fr147vvvmPKlClA1diLefPmMWbMGPR6PcXFxZSUlPDaa6+Rnp7OueeeS8uWLVm7di33338/U6dOZenSpaxbt87ZKtW2bVsuuugiFixYwNGjR8nLy+OCCy6gffv2FBcXM3z4cIYMGUK7du345ptvGDhwIMuXL3f5GVcXO8cv55GSklLrMhDbtm0jPDy8xs+p+r82m40DBw44c8rLy8Nut1NaWkpeXh45OTkcOnSI0tJSoGrZiWuvvZYlS5bw9ttvOz+PvXv3kp6e7na/AwcOYLfbXVpAlFIsWbKE/v37s2HDBpYuXUpycjIA6enpPPHEE4wbNw6APn361Pkzz8rK4qmnnqJv376MHTuWRx55hFatWpGSksKaNWvo2rUrr7/+OsXFxW7nVlZW8vjjj1NRUUF2drbzd1Kr1bJlyxYGDRpEmzZtWLFiBZ9//jl9+/blm2++cX5+b7zxBkFBQdx8883odDrn2CeAVq1aATgHRJ9zzjkYDAbnHwrVbDYbx44dcxawDoeDyy67jI8++ohff/2VG2+80aXArR7vJkStvNSVJkSj6dSpk8v4ibq88MILznEEnTt3VmVlZcrhcKiffvpJXXbZZcpkMqmxY8eq7777rsbzZ86c6RxbcrxLLrlEXXTRRS4T7v1TTVPxd+/eXd13333Oie6O3w4fPqwOHDigjhw5clLvTSml/vOf/6jJkyervn37OmfLPd727dudE9cVFhaq5s2bK8BtSYq2bdvWuDjrc889p3Q6nctyFzabTU2YMEHpdDr1wAMPqMrKSqVU1YKggwcPdn7eS5curTHnnTt3qmuuuUYlJCQoo9Go7r77bpclORYsWKACAwPVueee65w9+6233qpxDM9DDz3kfL1jxw41depUNWrUKOXn5+ecxO541csXVFRUqP379zsn4atp5unq5Rc+++wzZbfbVd++fZXBYFAff/yx83pXXHGFAlR8fLzav3+/8/Np166d0mq1KiAgwGV5izVr1ig/Pz81cuRI5/HVKioqVGJioho4cKD6+uuva/zsioqK1N1336369++vdDqd6tKli/riiy/cjquoqFCzZs1SISEhymQyqYsvvthlAs8hQ4Y4x/Ds3btXGY1GNX36dPXzzz+r2NhY9eabbzrHchUUFKhp06apSZMmKbPZrLKzs1VISIhzIVillPrkk0+URqNxTo45b948pdVqnZN5fvHFFwpQ33//vfOc6s+3Pttrr71W4+cihFIy07I4y+3YsUNNnDjRubbRP6Wnp6sbbrhB3XTTTR7Jp2PHji4zLZ+uDz74QA0ePFjdfPPNda7KfapsNptavny52/4ff/zRrbhSqmr23Xnz5qkXXnjBZTbg4zkcDnXXXXepl156yaUYOF5qaqp69913na937tzpNiB669atLkWDw+FQl112mbr55pvVN998U+N1q1dLN5vNyuFw1Dowvprdbne+j/Xr16u1a9e6xLdv365++uknl4JNKaUWLVqkPvjgA5Wdne12zePXtToVt99+u7r77rvdcqlJQUGBeu2119TcuXPrPO745UhqW1euWnFxsXrxxRddCvqioiL12WefOa9TWVmpFi9e7PzsHA6Hmj17tsvgbI1GU+tSJjVp3bq1eumll076eHH20Sh13EADIYQQwgdkZGQQGxvbKAPLxdlJCh4hhBBCNHkyaFkIIYQQTZ4UPEIIIYRo8qTgEUIIIUSTd1bMtOxwOMjKyiI4ONhtcUEhhBBC+CalFMXFxSQkJLjMzn0qzoqCJysrS6YhF0IIIc5Qhw4dOu1FYs+Kgic4OBio+sAaYzp5IYQQQjQ8s9lMUlKS83v8dJwVBU91N1ZISIgUPEIIIcQZpiGGo8igZSGEEEI0eVLwCCGEEKLJk4JHCCGEEE2eFDxCCCGEaPKk4BFCCCFEkycFjxBCCCGaPCl4hBBCCNHkScEjhBBCiCZPCh4hhBBCNHlS8AghhBCiyfPa0hLHjh1j586dtGvXjqioKG+lccqO5heSWVjBml25hPrrGdw+johAPWENsN6HEEIIIRqWV1p4Fi9eTJs2bZg+fTrNmzdn8eLFAKSmptKnTx/Cw8OZMWMGSinnOXXFPO1Ivpm7P01l3NsbmLvyIE/+sI+hL/3OD9uOUGgu9lpeQgghhKiZxwuewsJC7rjjDtasWcOmTZt46623+Pe//43FYmHUqFH06tWL9evXk5aWxvz58wHqjHlaZWUln60/yB8ZRS77lYKHvtlFbonVK3kJIYQQonYeL3iKi4uZO3cuXbp0AaB79+4UFBTwww8/UFRUxAsvvEDr1q2ZOXMm7733HkCdsZpYLBbMZrPL1lCOmcuY/2d2rfFvtxxusHsJIYQQomF4vOBJSkpi8uTJAFitVp5//nmuuOIKtmzZQr9+/QgICACgW7dupKWlAdQZq8msWbMIDQ11bklJSQ2WvwMoLK+9FedIsbTwCCGEEL7Ga09pbdmyhdjYWH7++Wfmzp2L2WwmOTnZGddoNOh0OgoKCuqM1eShhx6iqKjIuR06dKjB8jbqNPRpEVZrfFj7yAa7lxBCCCEahtcKnm7duvHrr7/SuXNnrr/+evR6PSaTyeUYPz8/ysrK6ozVxGQyERIS4rI1FI3BxEMj2qLTatxiLSMD6JQQ2mD3EkIIIUTD8FrBo9FoOOecc5g/fz5LliwhIiKC3Nxcl2OKi4sxGo11xjytzGLnt915fHJTL7o1qypujDot48+JY96Uc/h88xGP5ySEEEKIunm84Fm+fDkzZsxwvtbrq6YC6tChAykpKc79GRkZWCwWIiIi6NOnT60xT9MpK6+uPsAzP+zmkYuS+fmOfiydfi49m4dy+Rt/UlRa4fGchBBCCG8pLiklO6+QnPxClMPh7XRq5fGCp0OHDrz11lu8/fbbHDp0iAcffJCLLrqIyy67jKKiIhYsWADA7NmzGTZsGDqdjkGDBtUa87QwvZWx3aLYdKiIx5bu4Z0/Mnll1UFm/ryX4gobYztLl5YQQoimz1JRQVrmMe7+LJVhL6cw7t2NfPjbbnIKGu7J6IakUV6Ywe+nn37innvuITMzk4svvpjXX3+d6Ohovv76ayZNmkRwcDB2u51Vq1bRuXNngDpjJ2I2mwkNDaWoqOi0x/NYSgo4Uq5jd245GcdKWbsnjyCTnhGd43AoRc8Ef5rFeL7lSQghhPCkzRm5XPn2OmwO1zJieIcoZo/pSGTY6Y+fbcjvb68UPHU5fPgw69evZ8CAAURHR590rC4N+YEVV1jZnVPM3Yu3cDDfddD0lH4tuLp3Ip2bhZ/WPYQQQghfll9UzNQPt7A1s6jG+De39aNb89N/arkhv7+9tpZWbRITE0lMTKx3zFPKLDa+2pjlVuwALEg5wKXd4r2QlRBCCOE5RRZHrcUOwJo9+Q1S8DQknyt4fJ3F7uDLjZlEBRm5uk9zOieEYLU7+Gn7EX7efpSf047Qr5Vv/ZCFEEKIhqQ0WnRaDXZHzZ1EJoPXHgKvle9l5OOUgt4tw5k9rhvrM/K57aONPPjFNkL8DLwzpTf4VAehEEII0fBMOi3DOsbUGNNooE9L3xvLKi089WTQws2DWnPd+385B2qVW+0sXneI9QcKeHniOV7OUAghhGhcAX4GbjgvmW2ZRWQVuU7Hct/w9gQYPf8U9YlIwVNPdgVvrNzjNiodYE9OCZn5ZXSKb7iZnYUQQghfEx5gJNTfwOOjOnOooIz1BwqICDAypGMM2QVlRAb5eTtFN9KlVU8OBX/sy681viztqAezEUIIIbyjVUwgraIDOWquICLAgFYLxeVWRnSNJyLQ8yshnIi08NSTQymC/fQUltW8KnpYgMHDGQkhhBCeZ9TpaBsbzD3D2lFssaHXaogMMp34RC+RFp568tNrGdezWa3xoR1jPZiNEEII4V0BJj2xIX4+XeyAFDz15lAwonMc3Zu5LyFx97C2BPngQC0hhBDibCddWvVk0GnRaeGafi24XqclNasIP72Wni0iyMgrweZbE1cLIYQQAil46i0mxI/cYgvdm4VSVmlHoQgw6IkNNhJoDCEiwPcGagkhhBBnOyl4TkGMv+LVVftY8FcW1Q06wSY9b0zsSrS/v3eTE0IIIYQbGcNzCn7ddYwP/vy72AEotti4/sPNHC2p+ektIYQQoikqrrCSXVROjrkCH1uP3IW08NTT0WMFvLrqQI0xq12xLD2Hf8WEeTYpIYQQwsMsVjt7c0v537KdpOw9RkSQkX+d34oRneOICfG9iQel4Kknu9KQVVhea3xXjvsq6kIIIURTk36kmCvf+N258kBpfjn/WbKdNbtymT2um889pi5dWvWk1WjoEFf70hE9m4d5LhkhhBDCC/JLK/nPktQal1lalp5D9j/W1/IFUvDUk1ar4V/nJ9cYCw8w0CYm2MMZCSGEEJ5VXGFla2ZRrfE1u3M9mM3JkYKnnhxKQ1qWmcdHdXJZK6RrYigvXt2DjQdqX2dLCCGEaAp0Wg06rabWeJCf7y2zJGN46ilCWwzWcr7fVshjIzth1Gkx6DTszinhgc+3Mn9iO2+nKIQQQjSq8AAjIzrHsXRbtltMo4GBbaK8kFXdpOCpJ73DwvXdDFz7dQn3fLLZJXb7oOYkFG8FmnslNyGEEMITAk16/n1JBzYdLCDrH+N1/nt5Z6KDfWvAMkjBU28WjT/xhqN8dLGGLSXNWLLHSpifhokdjSRV7CY4PMnbKQohhBCNrnlEAJ/fOoC/9h/jx+1HSQj1Y3yfJBLD/Aky+V554XsZ+TiL1g/Txg+J27yQuIhWDI8/B621HJasgspSbFN/9HaKQgghhEckhPkz5pxmXN49EW0dY3p8gRQ89eRvK0K7/YuqF/n70Obvcz0g9Qto2d/ziQkhhBBe4uvFDshTWvWmR0EdU2drcXgwGyGEEEKcDCl46qlCH4Sj05ha46rzOM8lI4QQQoiTIgVPPRXa/LCfPwMCIt1itvYjKQ9u4YWshBBCCFEXGcNTTzqdltl/VDJpzLfE7vuCoH0/gCmY3C43sYkOhBT50c/3ph8QQgghzmpS8NSTxa5YmHKA939zcGHb4QxudxkllYrPVheTcewQk/pq6NdaKh4hhBBNn9Xm4HBhOcUVNvwMWsIDDEQF+95K6SAFT705lEKn1RDpZ2R0tzjaxgRiczgocOTx7toD6Hx/oLoQQghx2o4WVbAs/SgvLNtFfmklGg0MahvNE5d3IjkqyNvpudEoVccjR02E2WwmNDSUoqIiQkJqX+n8ZBwuKGPtrqP0SArlleV7WLW7gECTninnxjGiSwLZxTbOaxvdQJkLIYQQvumLDZnc99kWuiaG0iPej0KL4tedx4gJNrHgxr40jwg47Xs05Pe3tPDUkwbFOUmhXP7Gn+g0Wnq3CMNcYeW5XzJYtiOfVyd08XaKQgghRKM6mF/KJ+sO8v11LYnPWUP4oWVUBsSSO+FaPt2rZ09OSYMUPA1JCp568qeSZ37dy5uTexEWYGDjoUJCTHpmXhHKd1uyyMgrIzEq3NtpCiGEEI2m0ubg+WEhNP96LJQcBcAIJG79iJsH/Yd1ltFAjFdz/CcpeOqp3A63DWnHS7/u5ue0o879Bp2GOVd2p8Qqg3iEEEI0bRF6K2HrZzmLneMFrv4vfW++1AtZ1U3m4aknP6OBVbtzXYodAKtdce+nm2nugwO1hBBCiIYURhHand/XGvc7uNJzyZwkaeGpp+JKDR/8nlFjzKHg+23ZdIw/vYFVQgghhC/T2K2gHKDRQOshENsVLMWQ/g2U5lb928dIwVNPDiC32FJrPLuw3HPJCCGEEF7g0JnQdRkPPa6GPcth/2oIiICLnobCg9DqQm+n6EYKnnrSa6F7szA2HSqsMT5QHkkXQgjRxDm0BnTn3Q4fjIKKor8De35B9b0F/EK9l1wtZAxPPQUbNdwxtE2NsbgQPzonSHeWEEKIpk1rr0T98qRrsfP/NH++ibKUeCGruknBU09FFQ6+35bN/67q7pxjoGp2ySieHdeVrzYd9nKGQgghROPSKBuafctrjasDv3kwm5MjXVr1pvh2Szbbs8w8dlkHIgP0aLUa/thfyB2LNnFZ13hvJyiEEEI0KpvSYqxjoQab3YHOg/mcDCl46inMYOP6/s2Z0A6i018kcP/PYAqiWZeb6Hx5b4whvjXRkhBCCNHQyvXB6FoMQndgdY1xS4sLMHk4pxORLq16CnSUcV8fIy2/uJTATW9DRSHk7yPql7sYkPofuoXV/gSXEEII0RTYDCHknf9fMLrPPVfa/QZKjb73x7+08NSTRqPQr55Ncbep5LW5kn2FdgINWpKMZmL/eBp/816ISvJ2mkIIIUSjMeg07NM2o2L8T0Slf0jgoVUQEMnRrreQSmtaG4K9naIbKXjqSWu3cKzFCF4+0IIF8w5S3YUZbNLzxtgXODd7FcZWF3g1RyGEEKIxmcttbMsqITIwnG1qIs3bXYXZqqUkx5/eLSMorrB5O0U30qVVX3p/lpW144P1uRw/XqvYYuP6zzLISrrEe7kJIYQQHmCxOZj5fTrvrNnHee0TOKdDG87rnIxWA7d8uIE/9+d7O0U30sJTT1m2IF5N2VFjzGpXLNtXyb+aezgpIYQQwoMUigGtI5l6XjIf/JbBuox8IoKMXNUrieeu7OaTqw5IwVNPNqUlq44f5M7cMg9mI4QQQnhesMnA1PNacvOC9dgcVd0dpfnlvLBsFxe0i+bhSzt6OUN30qVVT1oNdIirfTblXs3DPZiNEEII4XkKxdxfdjuLneOt3JVLaaWM4TnjaTVw3/Cal5YIDzDQNVGWlhBCCNG0FVfY2JrpvqxEtdW7cz2YzcmRgqee9Fot52h3M/fyFkQEGp37uyaG8umEJFrojnkxOyGEEKLx6bQadFpNrfFQP4MHszk5Xil4lixZQqtWrdDr9fTt25f09HQA7rjjDjQajXNr0+bvlpTU1FT69OlDeHg4M2bMQNUxpXVjinLkEbFtHqMSivnuqlB+mBzHL9cl8sFQK231OQTt+94reQkhhBCeYtRpGNYxBo0GBreL5pbBrbimb3OigoxoNNCrhe8N7/B4wbN3716uv/56Zs+ezeHDh2nRogU33XQTABs2bGDp0qUUFBRQUFDApk2bALBYLIwaNYpevXqxfv160tLSmD9/vqdTB0CLHbpfjW7BSBIWD6fjF0No88lgIj4dAz/MgLiuXslLCCGE8JRyq507LmzDhzf0pU1MEL/vPUZmQTkPX9qRj27qS0ZeqbdTdKNRHm4q+e6778jMzOSWW24BYMWKFYwYMYLS0lIiIiLIysoiKMh1quqvv/6aG264gczMTAICAtiyZQvTp09n7dq1J3VPs9lMaGgoRUVFhISc3hgbVXAAzTd3wP5VNcev+gBN5zGndQ8hhBDCl2UXlFBY4eDqt/7A/I9JBm8cmMzkvs1pFe2+7ER9NeT3t8dbeEaOHOksdgB27txJmzZt2Lp1K0opevTogb+/PyNGjODgwYMAbNmyhX79+hEQEABAt27dSEtLq/UeFosFs9nssjUYhx0O1FFo7VnWcPcSQgghfJDS6HhmabpbsQPw3tr9lFvtXsiqbl4dtFxZWcnzzz/PbbfdRnp6Op07d2bRokWkpaVhMBiYNm0aUFXhJScnO8/TaDTodDoKCgpqvO6sWbMIDQ11bklJDbe2lUOjA1MdVWag7y2YJoQQQjSkskobv+3NqzW+YmeOB7M5OV6dePDRRx8lKCiIm2++GYPBwOTJk52xV199lVatWmE2m9Hr9ZhMrgvN+/n5UVZWRni4+8Cohx56iHvvvdf52mw2N1jRU2KIIqT3jWjWPF9j3NFpLLoGuZMQQgjhm5SCugbEKIfncjlZXmvhWbZsGW+++SYff/wxBoP742thYWE4HA6ys7OJiIggN9f1mf7i4mKMRqPbeQAmk4mQkBCXraHoLQVomveHxF7uwQsfwVaU3WD3EkIIIXyRv1FL/1aRtcYv6OB7vR1eKXj27dvH5MmTeeONN+jUqRMA9957L59++qnzmHXr1qHVaklKSqJPnz6kpKQ4YxkZGVgsFiIiIjyeu1Fjg2/ugEvnwOTPoM+/4PwZcPNKCG2GYccSj+ckhBBCeJJeC49c1pFAo3ufxtW9kwg2+V5fh8e7tMrLyxk5ciRjxoxh9OjRlJSUANC9e3ceeeQR4uLisNls3HHHHUydOpWAgAAGDRpEUVERCxYsYMqUKcyePZthw4ah03n+A9VqgDGvwzd3QnE2xHUDaxn89gL0vwO6XunxnIQQQghP0mp1tAgoY8n081iQcoCUfceICDRy/YBkOscFgKMcOP2ntBqSxwuen376ifT0dNLT03nnnXec+/fv38+OHTsYPXo0wcHBjB07lpkzZ1Ylqdfz9ttvM2nSJGbMmIHdbmfVqpofC29sWlMwau9yNEdTq3bsW/F38Le5aDqP9UpeQgghhKdEGe3k5Rzm5716buwZyrRzw9FptPyRUUhBnpn20X7eTtGNx+fhOR2HDx9m/fr1DBgwgOjo6JM+r0Hn4Tm2B807Q6GisOZ4/9vRXPzMad1DCCGE8GXWoiNsPlhAW/MfhP32NJQdA40GW6vhHOr/JMaAUBITEk/7Pg35/e3Vp7TqKzExkcTE0/8AT4fSaNFUltR+QEUDzvkjhBBC+KBChz9tylYQtuyev3cqhX7vzyQX7CH3is+9l1wtZPHQenJoTJA8uOqFzgiRbSC02d8HtLvYO4kJIYQQHhJgLyL8j5k1B/P34W/e79mETsIZ1cLjC+zKgb7fbRQ0H05O7Plsyq4g2KSja4SDmD2fYjIEeDtFIYQQolEZHRYoPFhr3C9nE3Qa5sGMTkwKnnpyOBS5hPHEoT4s/eGAc79Bp+GV8dM5rzyVYC/mJ4QQQjQ2jU4PxiCobYhHeEuP5nMypEurnvT+wXyTHcKfGQU8fGE8X1/Tgk8mNufSTpHc+WkqOdEDvJ2iEEII0agKNaGU9rih5qAhAHNkd88mdBKk4KmnoxYj2zML+O7KEG48/Bg9Pj+Pvt9dxKzgz1gyJZnlO3NPfBEhhBDiDFZm07A9aSKVrf8xbtUvlJwxi1md7b6CgrdJl1Y9aZWdGb00xH1yCTj+f5VYaxkBG9+h/cE16Ecs8G6CQgghRCML1ttZnAltL3mZspKjOI5sh8BIdNFtySwPoV3DrejUYKTgqacwbSmmlGf+LnaOo83bQZJlL9De84kJIYQQHhKotzOqRzMGv/oH5VY7UUGxlFbaMJenc8N5LblxQMMs2N2QpEurnvwd5egOrKk1btzzvQezEUIIITwvzx7MrO/TMVfYsNoV2UUVmMurGgLe/y0Ds8X35jSWgqeeHFo9mOpoqwv0vRVihRBCiIZUbrWzZk9erfHVu2uPeYsUPPWURzgl3W8ArR46Xg7DnoQLHoTYzgCY24z2coZCCCFE41KqaquN1e7wXDInSQqeeiq3azjcZjJqyjcQEAEb5sOOpdBtAtbrl/Fbju8tmCaEEEI0JL1OQ/9WkbXG+ybXHvMWGbRcTyaNIshgQbNokusCoke2oW09jB4XvuC13IQQQghPMGkVt13Ymq2ZhZRW2l1iV/ZqRpBJ56XMaicFTz1F6MswrPtfjaul6/b+QuzAw0ALj+clhBBCeEq0rpQsh4U3runFj6lHWH8gn4hAI2PPaYZWo4g0WLydohvp0qonjb0S7Y5va41rUz/zYDZCCCGEF1hLaL/9RfRlORj0Gi7tGk+PZmFk5+VzflAW0bs/9XaGbqSFp54ciqoBy9Rcvdq1BqkihRBCNGlaIGjbfAZkrqJdr7spC22L3mEhKv1DjJ8uQQ170tspupGCp57KtEGojlfhv2V+jfGSduMI92xKQgghhGdpddB6KOz5hahld7rHW/jeupLSGFFPemwU9rwNQpu5xcq6XEOZf6wXshJCCCE8yGGDAXdWPa38T+fdgyo67PmcTkBaeOopUJWTY4whbcSnxOesJnz/UuzGYHI6Xc82awJdDQHeTlEIIYRoVFatHyaDP1zxHhxYC4f+BP8I6HIF6Ew4AmJ8rkVFCp56sun8SNi7iJzml7E76SqsCePQabUoh40emizCKg8DMtuyEEKIpqtC449x7Ytodn5f1X0V2xksJfDt3VVPMd/yh7dTdCMFTz0pmwVrRTl/7C9i5vIdFFuq1g5pExPEK5fFEJHxMySd4+UshRBCiMZjshWj2fVj1fCOVhdCdHuwlkN5Puxehm3vKvRxnbydpgspeOpJp9OzIexiHvr8AH2TI+iRFEaFzcHP249w9eKDLJ16Gb63RqwQQgjRcHQ4oNMY6DwGfpsLK54Bv1DoPhHGL0Cff8DLGbqTgqeecu2BzN9yiPen9mF9Rj6/7z1GoEnHXcPaUl5p5/dsB1fLvINCCCGasApDKPrOY9F8NuXvRbUqiuDPNyFrE5rLX/VugjWQgqeerErLTecnc99nW8gt/nsunt/2HGNElzgu7x7vxeyEEEKIxqexV6JZOavmFUQP/Ym9JB9dtOfzqouvDaL2eXq9lq82HnYpdqr9mHqEED+DF7ISQgghPMdoL4WctFrjmozVHszm5EgLTz3Z7Q5+2J5da/zn7UcZ2NbHylohhBCiAem0WtAZoe3FHOr/BGW6EAxaiMr8hZBf/402KMrbKbqRgqeeHKrmFrxqNkcdQSGEEKIJqDCGUzbhB9aXxzPrk10czC/DqNMyqnsn7rphC/F6M762Xrp0adWTv0HDiC5xtcZHdpMxPEIIIZq2MvzZVJnIrR9v5mB+GQCVdgdfbDzMLYtTOezwvRYeKXjqSWuzcseQNkQEGt1iQzvE0CzMfb8QQgjRlJRV2pn1w84aY2nZxWQXlXk4oxOTLq168tPZidz+Hl/86wY+2XiEFTtzCfLTc23fJPpE24gt3g5R/b2dphBCCNFobHY7+/NKa41vOJBP/za+teqAFDz15KfK0K5+luQVT3PPeQ8w5dLh6O1lxKy7HfavxNHrBkiWgkcIIUTTZdI68DNo6d4sjKv7JGHS6zDoNPyVkc8nfx0iLtD3OpCk4Kknmx0MWj3YLJjWziaB2S5xu8Yg/YRCCCGatAh9Jc9f0ZmsYhtPL00nv7QSjQYGtY3mtck9aRVk9XaKbuS7uZ5KdKGUd7yq9nj7cR7MRgghhPA8u96IXcHM76uKHah6gnnVrlz+syQVrdHfyxm6k4KnnirRUdJ7etWCaf9g7zGFYv8EL2QlhBBCeM4xi5E5y/bUGMs4VsaeY5UezujEpEur3hyEBgXAyLmQvRn2rQJTUNUiaqZQQv3lKS0hhBBNW6XdTmZBea3xTYeKGNQ+1oMZnZgUPPUUpHPAqrmw4R1I6AnNeoG1An5+BF1pHn43roRI3/ohCyGEEA3JqNMSaNRRWmmvMd4iMsDDGZ2YdGnVk7HSjHHbIojuQOGgJ8k6516y+/ybygH3gd4PzbZPvZ2iEEII0aiCDDDl3JqHcPgbdPRIDPRwRicmBU89aTSKyj63kDryG25ZpWfAS5sY8sZ2ZuX2J/vmVLQG3xuoJYQQQjSkwMpjTO2sZWh71xmVQ/z0fDi1O5HHNngps9pplKprZaimwWw2ExoaSlFRESEhIad1rZLiQg4UVDL6zfVu62a1jQlkwbVdiI/2vSm1hRBCiIZiOXYAU/4u8gNbkWvRszPbTESgkeSoQGKLNqH1C0Pb6vzTvk9Dfn/LGJ56qrBpmP3T3hoXCd2dU0r60TLiZbF0IYQQTVj1aukRCy4kwlpG+8BYqCyBikLofSOq91Rvp+hGCp56stgVv+8vqDX+Y1oeQ7o092BGQgghhGdpHTZYO5fSThPIazeRY1YDfnqIKtlFzO9PQrervZ2iGyl46kmDIthPT2FZzbNIRgfKRyqEEKJp0zgqyes4mdcOJbNgQTb2/+/1aB4RztujP6Hd0RQ0zft6OUtXMmi5nsL8dEzpE19r/PIeiR7MRgghhPA8hz6QL80dmffXEWexA3Awv4yJnxwkO/5CL2ZXMyl46klrtzCxb3POaeY+eOo/l7Qm0q/JjwEXQghxlsuyh/DGb4drjBWUWdlWYPBwRicm/S/1pLFVEOUw8/qEzmTkV/Brei5hATou7pJAOCUEVRwF5CktIYQQTVe5XUNBLUM7AHYcLWFEVw8mdBKk4KknBRgsBZgCQkkIC+TSbnqMOi3+ei3BWi3a/Bygs7fTFEIIIRqNXgtRQUbySmpeM6tVlO9NPCgFTz3p/UPI0QTx2sr9LFiXTfUsRsEmPW9M7EqvuM74XkOeEEII0XACDBqu69+S/y3b5RaLDjKR7IMFj4zhqSedRrF8Rx4f/PV3sQNQbLFx/YebOWKRckcIIUQT53DQKSGE689riVH3dynRNiaI58d3w6TTeDG5mkkLTz0dKXXw6ppDNcasdsUv27P5V2y4h7MSQgghPMditeFQEGjU8drkc6i0KYx6DZn55ZRa7GwvOka7+FBvp+lCWnjqyYGWrMLyWuO78io8mI0QQgjheX46DW+t2kt0sB8Wm4O0bDMHjpWRFBnAR38eoFV0kLdTdCMtPPWk1zjoEBdCWra5xnjf5sEezkgIIYTwLL1eywPDWzHhvQ0EGPW0iAygxGLjwLEyBrUOJ9IHJ+H1SgvPkiVLaNWqFXq9nr59+5Keng5Aamoqffr0ITw8nBkzZnD8uqZ1xTwpLMDEAxe3qzEWHmDg3NYxHs5ICCGE8KxwRz6JoSa+nNaHLgnB7DhSTJnFzr+HtWTW2M7orcXeTtGNxwuevXv3cv311zN79mwOHz5MixYtuOmmm7BYLIwaNYpevXqxfv160tLSmD9/PkCdMU9zVBSjUMy6ogv/vSiRr69pwScTm3P7oObMvboHKJtX8hJCCCE8xaLxZ17KYR74Kp1bBybxw/RzmT+lG3nliiFzf6cSk7dTdOPxgic9PZ2ZM2cyfvx4YmNjufXWW1m/fj0//PADRUVFvPDCC7Ru3ZqZM2fy3nvvAdQZq4nFYsFsNrtsDaXQ4ce3Gw9wUcRRrj3wCD0+P4++313EXepDErQF/Jie32D3EkIIIXxRrj2Qj/7KZHdOCe//mc2XW3NZtOEoS7ZkY7E52JBt8XaKbjzeyTZy5EiX1zt37qRNmzZs2bKFfv36ERAQAEC3bt1IS0sDqDNWk1mzZvHkk082Sv42jZ4ZvTREfnwJOP6/NcdahmHdW7TevwpGfNgo9xVCCCF8hd1up3lEAA9f2oHVu/P4fe8xIgKMPHxpRzILyjlc6HsFj1ef0qqsrOT555/ntttuw2w2k5yc7IxpNBp0Oh0FBQV1xmry0EMPUVRU5NwOHar5MfJTEa4pIyblmb+LneNo83bQzLK3we4lhBBC+CKjXstjIztxx6JNvLd2P9sOF7FyVy73frqFHHMFg9pFeztFN14dRv3oo48SFBTEzTffzKOPPorJ5Nrn5+fnR1lZGXq9vtZYeLj7nDcmk8nt+Ibi7yhFd2BNrXG/PUuh8yWNcm8hhBDCJ2g0vLN6L5d1i2dYx1jKrXZMeh055greXL2XCec293aGbrxW8Cxbtow333yTlJQUDAYDERERpKamuhxTXFyM0WisM+Z5CkwhUF5z6xL+MumgEEKIpq3CBhd1jmPb4SJu/nADdkfVk9PNIwL47+Vd2JZZQJdEmXiQffv2MXnyZN544w06deoEQJ8+fUhJSXEek5GRgcViISIios6Yp1lMUaie19V+QJcrPZeMEEII4QUmvZYj5goWrzvkLHYADuaXce+nm+noY7MsgxcKnvLyckaOHMmYMWMYPXo0JSUllJSUcP7551NUVMSCBQsAmD17NsOGDUOn0zFo0KBaY55WUqmg11RUYk+3mBr2JHa/MI/nJIQQQniS1aFYmHKgxlhBmZXDhb636oBGeXgGv6+//pqxY8e67d+/fz+bN29m0qRJBAcHY7fbWbVqFZ07d3aeV1vsRMxmM6GhoRQVFRESEnJa+ZcWHCWg5CAajaaqW2vXz+AfBh0uQxUdxh6cgL7ZOad1DyGEEMKX7T5azPAXV9cav2dYW+4aVvMkvfXRkN/fHh/DM2bMmFpnSW7ZsiW7d+9m/fr1DBgwgOjoaJfzaot5khEr/PkmBERAh8uh/SWg1UHhQTR/vIJm8ENeyUsIIYTwFL0WooKM5JVU1hhPjgr0cEYn5nOLXSQmJpKYmFjvmKdoHDY0LQagsjaj+XAUVBdvphAY+QKanDRoM8SrOQohhBCNKUAPtw5uxVNLd7jFooNMtI3xvYJHVkuvJ4fOD4fdimbTgr+LHQCLGb6+FU3zft5LTgghhPCAAD1cHm/m9vPiMOr+LiXaxgSx6OpmtDY13AoHDcXnWnh8nsOKNuW1qn/HdITEXmAthz2/QkUhjozf0TXr7d0chRBCiEZkrMwn+LPLmd7ucq6+Zir5NhN+eogs2ELUt7diG/Y0RPrWXDxS8NSXcoCtEsYvgMJDsH8lGINh5IuQtxNNrnvznhBCCNGk2K1gMeO/bSFJ2xaS9I+wOrbHK2nVRQqeerJiwDjuXfjmDijY/3dg+5fQ63qs3Sb64BqxQgghRMOxaoyYQhLAnFVjvCKmBwYP53QiMoannir1gai0b1yLnWob5mEwBXg+KSGEEMKDzLpICvvX8lRyWHMqwtp6NqGTIAVPPYU6itBs+bjWuCb1cw9mI4QQQnieBju7QwdQdMEz4Pf3rMr25udxcORijmk9vxLCiUiXVn057GCvY9l7a5nnchFCCCG8wKgDv+AIPjg0hHGTRxKuK8euNfLrfgvNdNFE6X2vPUUKnvrS6aHdJZD+Tc3xjqM9m48QQgjhYZV2LR20WbQ/xw+1ZSGm/b/iCIjikr634TDYKHdEAMHeTtOFFDz1pUD1uwXNvhVgKXaNNe9fNQOzEEII0YQFUQJaDcb3h0BFEWg0aJXCtOdnLOfejqn3Td5O0Y0UPPXkUHb0Pz5U9Vj6lsWwbyWYgqHbeIhsg9rwAZqEHt5OUwghhGg0ehxolz0GncdWLbFkLQe9CYqPYPrtJbTnTPJ2im6k4Kknm9KiLzwIiyZAp9Fw/n1gq4C0JXB4Jtb+98hj6UIIIZo0rb0cXaeRkLUZFk+qGt8KEJ4Ml87BkbkB4k9ugW9PkYKnnsq0IVi730Bwyv9g66dV23FK242RgkcIIUSTptGbqubg2fiBa6BgP3w1DcPEz7yTWB18bxi1j/PT2ijoMAlbgvvyEUWDn6LU6J1V3IUQQghP0TussP69moNl+WjMmZ5N6CRIC089+dvLICCCtb3m0r7vUUIPLsNmCqegxcX8mWtgiHyiQgghmjp7JZTl1x73wWWW5Ou5npSy4V9+lIjYJL7Y5cfhyslobBr6lkXQvrk/hsOrITbR22kKIYQQjUZpdBAYDaW5Nccj26DxcE4nIl1a9VShD2aXJZyPUw6wPqOA2FA/gk163l69j4z8co7F9vd2ikIIIUSjshsC4NxpNQeDYiCyjWcTOgnSwlNPRSqIXbnZLF5f1T+5ctff1e39n23h81uk4BFCCNG0VeqD0cV3R9f3Flj/flUXF0B0B7j4GWymCIzeTdGNFDz1VGl38N7ajBpjVrsiZW8e3ZPCPZuUEEII4UG55RrKHc1pbwxBN+kTlMMBOj2avN3kW7Sk5eoYGOntLF1Jl1Y96ZWNrMLyWuN7cko8mI0QQgjheVa7g9m/F3Go6+18eKQ5168J4d/rQ9kSN5Z0QydSDvred6G08NSTSWOlQ1wIadnmGuN9m8ksPEIIIZo2P6OWhy/pyFXv/EVu8d8Lan+6MYt7h7fjsi5xXsyuZtLCU08R2nIeGhxVYyw8wEC/pAAPZySEEEJ4lp9Ww/M/73Qpdqq9sGwXGq2vPaMlBU/9abS0jzLy7BVdiAj8e0hW18RQPrqhNwl+lV5MTgghhGh8xZV2lu/IISHUj6cuiufra5rz8dXNGd4hEq0GVu2s+XF1bzqlLi2r1cqcOXNYsmQJmZmZ/Pzzz1x//fUsWrSI1q1bN3SOvkWrI7XIn883ZvDYyE4YdVoMOg27c0q445OtfHBtN5p5O0chhBCiESkF47pGcH/3SmJ/vw9WbwS/ULp1v4Hdfa7m96MOb6fo5pQKnttuu42NGzcybdo07r//fgICAujXrx/Tpk3jl19+aegcfcoxq4lnf97GzqPFrMsocIv/tr+Qq2MivJCZEEII4Rnh/loe7lFO+GdXVFU/ABVFBP35Il0O/0ny6He9m2ANTqlL6/PPP+fzzz/n5ptvRqfTodPpuPfee/nzzz8bOj+fY0XD7pziWuPrDxR5MBshhBDC84JsRYSvfOTvYuc4hszfCSw77IWs6nZKBU9SUhKrV6922bdnzx6Sk5MbJClfplN2moXXPjC5Y7TBg9kIIYQQXmAtg5y0WsP2vSs9l8tJOqWC57nnnmPatGkMGDCAsrIy7r//fq699lqef/75hs7P50QZK7l7QM2zKZn0Woa2DvZwRkIIIYSHafWgq2Mu5YCan2b2plMawzNixAi2b9/O4sWL6dGjB82aNePZZ589K1p4iuz+DI6r5PYBcewzQ7dmYVTY7Py+J4/7zwsj0mjzdopCCCFEo7KbwrB2uhLDto/dgxotulaDPJ/UCWiUqqEDrokxm82EhoZSVFRESEjIaV0rt6iMQFshR8thwcZj/LojjyCTnqn9Ejk/UYufvz/hkbENlLkQQgjhew7mlRCnOYZx0TjI2/13QKPBNuYdcmLPJyHu9CcfbMjv71Nq4fnuu+8YMGAAERFn39NIylFJqtnETQvWYy7/uzXnga/MnN8mkgcubke4j60fIoQQQjQkpexsKApEDZxHK/sBQrNWY/GPpTBpGL/nGkkwQoKPTbZ8SgXP7bffznvvvcfQoUMbOh+fZ1c65v2216XYqbZmzzGmDKikqxfyEkIIITxFp9Xw4i+7+Gt/AbEhfrSNGUeJxcaWXzNRCpZMH+DtFN2c0qDlO++8k5deegm73d7Q+fi8Sgcs35FTa7yumBBCCNEUWB3w1/6queiOmi2s3ZPH5kOFzqfUf997zIvZ1eyUWngiIyPJy8ujZ8+e3HLLLQQGBjpjU6ZMabDkfJFBq0FXxxohJr3Og9kIIYQQnqeUBo0Ggv30XNmzGR3iQyipsPHtliw2HSpEg++tpXVKBc/8+fMxmUyYTCY+/fRT536NRtPkC55Io50resSz8K9M2sUG0ScpkDIr/LrrGOZyG1d0lwHLQgghmjaDFm4d1JreyREs+D2DT9YdIiLIyFW9kri2fwuSo3xvIW15SqueHMcyOFJqo6C0ktj8dURlfIvNEEpOx2vJcMTQIdRGRMtuDZS5EEII4XsKCgvYU6CY+E4KNodrGTGkQwyPXdaB5OjTn5fO609pVcvJyeHQoUO0aNGCqCjfm2SoMWiwk2DNJOHnu6FgP1D1ISakfU5cn3+h0ZwLSMEjhBCi6VIOO08t3eFW7EDVWNa7hrTyQlZ1O6VBy0VFRYwdO5a4uDgGDhxIbGwsV155JWazuaHz8zlKa4TtXziLneNp170DwT72HJ4QQgjRwIpsBrZm1r525No9+R7M5uScUsEzffp0HA4Hhw8fpry8nIMHD2K1WrntttsaOj+fozQaSP2y9gN2/uC5ZIQQQggvcGi0dT7AYzT43gM8p9Sl9cMPP7Bhwwbi4+MBSExMZO7cufTq1atBk/NFdrsDnd1S+wHWcs8lI4QQQniBXqtlWMcYftp+1C2m0UCfFuFeyKpup9TC07x5c5YvX+6yb/ny5bRo0aJBkvJlZZpArG0vqTVe2m6M55IRQgghvECngRvOSyYh1M8tdt/w9vg3lRael156icsuu4xPP/2UVq1asW/fPn7//XeWLl3a0Pn5nGJlpLT3DBL3rwBLsUvM1nwg+1S8DFkWQgjRpOk1Cn+jjsdHdeZQQRnrDxQQEWBkSMcYMvPL0Ot8bx6eU2rhGTRoEGlpaVxwwQVoNBouvPBC0tPTOf/88xs6P5+j02rJJI6ciT9R3vVaCIqFyDYUXDCT3IteJcdxeo/NCSGEEL7OanewZHMWfgYthwvLiQgwoNXCgbwy/Iw6Csut3k7RzSk/lp6UlMSDDz7YkLmcEUx6DSkZhUxZeZAxXaYweMCNlFkVC1PL2PxjGj/cNdDbKQohhBCNqtIB7/+2n9ziCqYNao1GU9UgsPOImUe+TuXWwa3o1cK3Fhg/pYLn8OHD3HHHHdx0001ceuml9OzZk9jYWObNm0dcAywH78vKKh0s+OMAFpuDTzbn8slm1/gP27LoGB/qldyEEEIIT9ChmH1FV4JMem79aCMH88sw6rRc1i2eL24dwF/7fG8trVPq0rr55pvx8/OjR48eACxevJiYmBhuueWWhszNJ2mVvc6muiNFFR7MRgghhPC8KD9FiJ+B6R9v4mB+GQCVdgdfbTrMXYs3MbCN701GfEotPGvWrGHHjh0kJCQA0K5dO5555hm6dOnSoMn5Ij+NlT4twkj5/1Vi/2lYa99bP0QIIYRoSAWVWp77aWeNsfTsYjILy2kZHeThrOp2Si08ycnJ/Prrry77zpbH0v00Vh65ILrGCZdaRgbQJdrohayEEEIIzym3wf680lrjf+33vZmWT6mF54UXXmD06NEsXryYli1bsm/fPtasWcM333zT0Pn5HIchiJa6DD6f3JLHV+SzNbMIo07LmK4R3NXbnyh/33sUTwghhGhIBp0GP4OWCqujxnhciMnDGZ3YKbXwDB06lO3btzNwYNUTSRdccAFpaWkMGTKkQZPzRX62QgzKQqfyDbw/DFbc3pNlt3blyeQdxBitaA+v83aKQgghRKOK9NdyZc9mNcaMOi39WkV6OKMTO6WCZ9++fTz88MM8+OCDXH/99Xz00Udcdtll/Pbbbyd9jWPHjpGcnExGRoZz3x133IFGo3Fubdq0ccZSU1Pp06cP4eHhzJgxA6XcV2j1BK1yoF/1LAdjhvLEBn8uf2crVy/YyfzSfhyz6tFlpnglLyGEEMJTAh3FTO8fyTnNgl32G3Va3rkqmXid7y0mfkoFz3XXXUdISAgajYZ77rmHyy67jMsvv/ykFw/Ny8tj5MiRLsUOwIYNG1i6dCkFBQUUFBSwadMmACwWC6NGjaJXr16sX7+etLQ05s+ffyqpnza71o99Q15n1Dtb+G7bEYotNo6YK3j25z3c+kMRR3ve45W8hBBCCE/RVpYQ/8VY3u6TzVeTm/PohbG8NDKBX66Nof+Wh/HL2+btFN1o1Ck0lQQGBrJ7925CQkKIj4+noKCA3Nxc2rRpQ2lp7YOYqg0bNoxRo0Zx9913s3//flq2bInNZiMiIoKsrCyCglxHdn/99dfccMMNZGZmEhAQwJYtW5g+fTpr1649qXzNZjOhoaEUFRUREnJ6MyHnFBbz6JId/JyeU2P8oxt6cV67pj0XkRBCiLObyklD83r/qhemYAhPhsoSyN9XFR80A82QR0/7Pg35/X1KLTwtWrTgk08+4ZVXXqF///7o9fp6PaX19ttvc9ddd7ns27p1K0opevTogb+/PyNGjODgwYMAbNmyhX79+hEQUPXId7du3UhLS6v1+haLBbPZ7LI1lAobrNiVW2v8u63uK8cKIYQQTYlDawTj/zdOWIrhyFZnsQNAeEuv5FWXUyp45s6dy3PPPce7777L008/zfLly7npppt4+umnT+r8Vq1aue1LT0+nc+fOLFq0iLS0NAwGA9OmTQOqKrzk5GTnsRqNBp1OR0FBzXPhzJo1i9DQUOeWlJR0Cu+yZnps+OlrXwU22CRPaQkhhGjaigzRqJ5Taw4aArA36+vRfE7GKXVp/VNZWRkOh8OtK+qEN9donF1a/3TgwAFatWpFQUEBzzzzDFarlRdeeMEZT0pKIiUlhcTERLdzLRYLFovF+dpsNpOUlNQgTWKW4jyeX5HFO78fqjH+/W196NQ85rTuIYQQQviyYwWF+FsL8P95Bpo9y/4O+IViH7+QvNCuxEaGn/Z9GrJL65QXDz1edVdTQwoLC8PhcJCdnU1ERASpqaku8eLiYozGmif5M5lMmEyNMweA1lrO9Z21LN8dxN7cEpfY7QNiSLAeAKTgEUII0XQF2/I5qokk9uJnMZx/L5oj21ABkajojhyxh2AqOggNUPA0pAYpeBrCvffeS79+/Rg/fjwA69atQ6vVkpSURJ8+fXj33Xedx2ZkZGCxWIiI8PxKrBplJ2HpFD665ge2HLGwZFsuYf46JvZOJKlyH6HbPoDWfTyelxBCCOEpWr2BJPN2WDQBrGUQFIvGUoKmopD4ftOh23hvp+jGZwqeHj168MgjjxAXF4fNZuOOO+5g6tSpBAQEMGjQIIqKiliwYAFTpkxh9uzZDBs2DJ2u9rE0jUVpNDBhIXHfTSWu5AjD489BW1kOH62Gof/Bfs4UPJ+VEEII4UFaPWr1/9B0HgvtLwFrOehNUHwE7W8voXpM8naGbnym4JkyZQrp6emMHj2a4OBgxo4dy8yZMwHQ6/W8/fbbTJo0iRkzZmC321m1apVX8rQYI9BvWoDm4O8AaI8flf7DA2hvOblH5YUQQogzla6yBE3HyyBrMyyeBA57VSA8GS6dA4c3QJxvLSjeIIOWPeXw4cOsX7+eAQMGEB0dfdLnNeSgJ/uxfejeHw6leTXG1Xl3oxn+5GndQwghhPBlquAAmk0fwuo57sGACNSkT9E0O/3hHT43aNlTEhMTa3wqy5M0AOU1Pw4PQEnNExIKIYQQTYbdCuvfq/p3eEuI6VQ1H8/BP6AsH4oyoQEKnoZ0RhU8vkCr1aOS+qE5UMu6YW2HezYhIYQQwsM0yg5aPVz5flUjwKE/qwqfAXdA6heQu8vbKbqRgqe+dHo0w56AeSP+7rOsFtEKTXx3r6QlhBBCeIzWAFe8A9/eDQX7/96f8jpc9DQk9vRaarU5pZmWz2o6U1Vz3bVLIOH/f6A6I3SbABMWgb3Su/kJIYQQjUzpjbBxgWuxU23ZY+DnW3PwgLTw1J+tAr6aBlFtYcijEBgFaODQX/DecOh9PQz/r7ezFEIIIRpPZRmkLak5phTsWwmxnTya0olIwVNfdkvVirCZ62DhFW5hVV6ArKYlhBCiaVPgsNUeriz1XConSbq06smqMULy4Frjqu3FHsxGCCGE8AK9H8R1qzXsaHWB53I5SVLw1JNSqqorS1/DWl1x3SDUu4/NCyGEEI2tSBNM/uBnQONeRlS2vJBiU7wXsqqbdGnVl05f1Td59Ufw55tV/zYFQ7erodVgNJXl3s5QCCGEaFRFlVrmrNPx+LStFKsACirs+Ot1hOoqOFZSTkpaGTf72DraUvDUkwEHrPlf1fwDPSZC9wlVA5nTvoG/3oa+t0DLAd5OUwghhGg0Og1MOq89H6Xm89aq7ZRbq6Zp6ZoYynNXdqN5eB0T9HqJFDz1pLFZ/h64nPKG+wE+OFBLCCGEaEiRAVpW7C5m7i+7XfZvO1zE9fPWsfjmvl7KrHYyhqe+dHpoe1HVv00hkNQX4ruDpurZLI3MtCyEEKKJyy3X8MqKvTXGjpgr2JtT7OGMTkxaeOpLa4D+t0PrIRAQWfV4ujGoaiDzoXUQnODtDIUQQohGZbPbySm21BpPyypiaCffGrgsBU99hcRXdWdt/woy1v69X6OBS+ZAYKT3chNCCCE8wKR1EOpvoKjcWmO8TbjvlRe+l5Gvs1VWLYxmzoKLn4HQ5lX7962EXx6HFjJgWQghRNMWaajkX+dG8fyqbLdYiL+eLrE1TN3iZVLw1FdxNhQeqOrCWj0HctJBq4N2l8D4BbDrZ4jt7O0shRBCiEZjtpsY31ZxqCiKT7fkoVTV/tgQE+9f0YwwQx2zMHuJFDz1pYD2l8Kn10JwPLS/BKwVsGcZHNmKGv2aLC0hhBCiSVMaLVZdMI/G/8St5wwiq1RDkElHjOUA/pa9FKpzCfZ2kv8gBU89OTSg3TCPo6M+ZoejGUv3VRLuD2PG+ZG4/3OCi494O0UhhBCiUYXZ89lniuZQ6IUkl2RwztE/sPhFUZg4hFV5JgZFFAPR3k7ThRQ89aQciiO9/80NP1WQln3Iuf+tFJgxeBTX2A4Q6sX8hBBCiEan1dJm40wO932MIxWJpAeei79BS7C/ngsCcgkzpwOtvJ2lCyl46sliCGTBLj1p2SVusTmrjjB0Wh8peIQQQjRphtBEcrrfwgs/pvHN9mPO/RGBRuZd2YLQhHO8mF3NZOLBeipyBLJwU16t8a/TzR7MRgghhPA8u0bLonSrS7EDkF9ayeTF+8lVYd5JrA7SwlNvGsos9lqjheW1x4QQQoimILfYwvu/HQCq1s/qGB9CicXKyp25lFhsbMksJCkiwMtZupIWnnoK8tNzftuoWuOXdvWtmSWFEEKIhma1OwgLNPDOlN5c1DmWHHMFJr2OF6/uwQ3ntWRfru+tKyktPPUU7GfgwUs68PveY1hsDpdY54QQ2sf52oN4QgghRMPSaTTMvqIbd3+ymdzjlpj4atNhpl/YhoFtfG/VAWnhOQXJUYF8c/t5DO0Yg16rISzAwO0XtuHd63oTG+Ln7fSEEEKIRqXVwPzfM1yKnWqvrdiDv9H32lN8L6MzgFGvo31cCLPHdKTU2hENitggI35+vjeVthBCCNHQLDY7v6YfrTX+x95jdIwP8WBGJyYFzymotFSw62gJT/+wi5T9BfgbdEzoFcfNg1oRH+FbP2AhhBCiodkdCoeqPV5iqXlRUW+SLq1TsDunlDFv/sX2rGJ6tQinVXQg8/88zJT5GzmSX+Tt9IQQQohGZdRp6Nk8rNZ432QZw3PGMxeX8L9f9vDiyER+usqfecnL+bDLZlZMbUaveBPpNUxIKIQQQjQlgXp4/LJ2GHXuZcTIztHEB/neqpLSpVVPpZV2busdTPe/7sdw6Dfn/giNhn8PmcPK4jAg0Wv5CSGEEI0t0lBBUPqrLL1uAi//ZSYlo5jwQAPTeoUwKPAAEY4gIMLbabqQgqeeTFoH7bOXuBQ7AChF+K/3c+H1a72TmBBCCOEp5QWY/nyJthvf4dkukygefi56SyGR2+fD0e2ooU9AXCdvZ+lCCp56ClNmtFverTUevGcJtOjqwYyEEEIIz1Jo0CgFlaUEbHyHAN5xiTvQovNSbrWRMTz1pNVqoLyg9njJEQ9mI4QQQnhesTYUe8tBtcYtyUM8mM3JkYKnvrRGSOpXa1jT2vd+yEIIIURDyrMFcKT/E2AMcouVdr+B9GLfWkcLpOA5BQoG3A7aGhrrIlpBoO89iieEEEI0JL1W8cjaSgqnLMfe9zaI6QgtB1I+/hN+a3YTxxz+3k7RjYzhORWpX8JVH8CaFyBrI+iM0Gk0dJ8A2dsgebC3MxRCCCEaTYjezj3D2/HQygy0ajR9240jv0LDT8tKue+iKDpG+97KA1Lw1FdQLMR2hR8fhF5TYeDdoByw60dYPBmmrfF2hkIIIUSjMqpyfk3L54fUqnGrS7f/Hbt78Wa+v7kLEOaV3GojBU99abVVLTkH1sLyp4/br4Mxb0FogvdyE0IIITygwGZi3h+ZNcZKLDa2ZpfR3MempJOC51QEx8KYN6AoEw78Bn5h0GJAVeuP0fcGagkhhBANyaa0FFtstcb3F9o9mM3JkYLnVAVGVW0JPbydiRBCCOFRJq0iLsSPI+aKGuPdE92f3vI2eUpLCCGEEPUSa6pkxoU191k1C/enXWgdS6l7iRQ8QgghhKgXTUAEQ8LzeOKiJEL8/u4s6pscxkfjYokLkMVDhRBCCHGm0xkIT2zDNVnzGD5uAGaCMOk1RB79g1C/fhDc3tsZupGCRwghhBD1FxyHvt/NJBYfJTEnDYyR0ONyCI4Hne+VF76XkRBCCCHODAGRVVusb62MXhMpeIQQQghxSgpKLRwrrSSvpJIAo47wAANJEYHeTqtGUvAIIYQQot6yCsp5Y9UePv7rEHZH1VNZzSMCeH1yTzrFB6PV+tZzUb6VjRBCCCF8ntXu4Osth/kw5aCz2AE4mF/Gte/9ycH8ci9mVzMpeIQQQghRL1mF5byzel+NsYIyK2lZZg9ndGJS8AghhBCiXiw2BwVl1lrju44WezCbkyMFjxBCCCHqRafVEBVkrDXeKtr3Bi57reA5duwYycnJZGRkOPelpqbSp08fwsPDmTFjBkqpk4oJIYQQwnOCTTqu69+yxlh0kInkKCl4AMjLy2PkyJEuxY7FYmHUqFH06tWL9evXk5aWxvz5808YE0IIIYRnhQWY6NoslOvPa4lR93cp0TYmiOfHdyMyyOTF7GrmlYJnwoQJTJgwwWXfDz/8QFFRES+88AKtW7dm5syZvPfeeyeM1cRisWA2m102IYQQQjQMo15L+7hggk16Xpt8Dq9N6sk7U3ox6dzmmHTaOru7vMUrBc/bb7/NXXfd5bJvy5Yt9OvXj4CAAAC6detGWlraCWM1mTVrFqGhoc4tKSmpkd6JEEIIcXaKD/Xn2t4xRBmtZOfkUGYuYGjbUHrGGTHqdd5Oz41XJh5s1aqV2z6z2UxycrLztUajQafTUVBQUGcsPDzc7VoPPfQQ9957r8u1pegRQgghGlD+PqLfH0G0tYxzwpOhsgR+3AfDn4JeU8EvxNsZuvCZmZb1ej0mk2ufn5+fH2VlZXXGaip4TCaT2/FCCCGEaCCWYvj5MSqb9Sen6zQKHAH46SEydx0Rvz8L7S+Rgqc2ERERpKamuuwrLi7GaDTWGRNCCCGEh5Xlk99sKItLe/LK4iOUWwsA6JrYkZfHLCH50DqIauvlJF35zDw8ffr0ISUlxfk6IyMDi8VCREREnTEhhBBCeJbS6vmR/jy34jDlVrtz/7bDRUz87AjZUf28mF3NfKbgGTRoEEVFRSxYsACA2bNnM2zYMHQ6XZ0xIYQQQnjWUXsIc1cdBiA8wEDvFuF0iAsG4Ii5grRif2+mVyOf6dLS6/W8/fbbTJo0iRkzZmC321m1atUJY0IIIYTwrFKbhgqrnffHJdHReJSgrGVUBsRRGDeAOb+bSc0qZmineG+n6UKjfGzK4sOHD7N+/XoGDBhAdHT0ScfqYjabCQ0NpaioiJAQ3xpEJYQQQpxp9ueWYi04RJtfbkKbs+3vgFbHscveY19IX/q0TTjt+zTk97fPtPBUS0xMJDExsd4xIYQQQnhGqNFOcNrrrsUOgMNO5NKbCLzlT+8kVgefGcNzJqq02ckttpBfWuntVIQQQgiPCbDmY0hdXHPQYYOM3zyb0EnwuRaeM4FSioP5ZSz4I4NlaTkEmfTcMDCZQe2iiAn283Z6QgghRKMyYAebpfZ4ea4Hszk5UvCcgoxjZYx+bS3mcptz3/2fbeGCdtE8f1V3ooJl0kMhhBBNl05vhKh2kLerxrhqcZ6HMzox6dKqpzKLjReX7XIpdqqt3JXL3rwSL2QlhBBCeI6ZQIovfKbGmCOxN2X+vvWEFkjBU2+F5VZ+2n6k1viSzVkezEYIIYTwvEKrljnbQ8gd+ynEdKzaaQigvNc00ga+xuc7au/u8hbp0qonq92BTqupNa7T1B4TQgghmgKN1sCHm46x+kAAd/Z9g7YRWirsGhamlrP0w308ckl7b6foRgqeevLT67i0azyfb8isMT6sU4yHMxJCCCE8KyzQyJD2Mfy6I4d7vy9ziw9q73vfhdKlVU8BJh1X90kiIdT9aazRPRKIDJQBy0IIIZq2YD8Dj1zWkfAAg1vs7qFtiPbBJ5alhaeegv0MRAQY+O/oLqQfMfP7nmMEmqpafSptDqLlCS0hhBBngVbRQXx7+0CWbstmxc4cooJM3HBeMq2iAwnxdy+EvM3nlpZoDA29tESlzc7+vFI+XZ+J3eEAICbYj7E9E4kP9b0F04QQQojG4nAoyqw2DDotJn3DLurdpJeWOBMY9Trax4Vw97C2lFTY0GggKsiEXic9hEIIIc4uWq2GIJPvtej8kxQ8pyHYz0Cwn+//kIUQQoiznTRJCCGEEKLJk4JHCCGEEE2edGmdqsoyKM2FkhzQGyEwGoLjQSYeFEIIcZYotdjIK7FwrKQSP6OOqEAjMSG+90g6SMFzakqPwfr3YPUcsFdW7QuOh/EfQsI5oJOPVQghRNOWV2zhtZV7WPDHAeyOqge+m0cE8PaUXrSPDUbjYw0A0qV1KvavhBXP/F3sABRnw4LLwVzzDMxCCCFEU2F3KL7adJh5v2U4ix2Ag/llTHw7heyiCi9mVzMpeOqr5GhVsVMTaxnsXubZfIQQQggPyymu4PWVe2qMFZRZST1c5OGMTkwKnvqy2yB/f+3xrM0eS0UIIYTwBovNQUGZtdb4rqPFHszm5EjBU186A0S1rT3erLfnchFCCCG8wKTXEhVkrDXeMf70VzVoaFLw1FdQDAx5rOaYKRhaD/FsPkIIIYSHxQb7cceQmv/4jw4yScHTZLQ4D0bMAkPA3/vCW8J130FoktfSEkIIITxBq9Uwsls8t1/YGuNxyyq1jQli0c19SQjzvXUlZfHQU2WzVA1gLs0DnRECoyA4rmGuLYQQQpwByitt5JVUkl9aiZ9BR2SQkaggU4NdXxYP9QV6E4Q1r9qEEEKIs5C/UU9ShJ6kiIATH+xlUvAIIYQQ4tSU5kLR4aonlIOiIa4rBMWD3vcW1pYxPEIIIYSoP3M2pLwFhQfBP6xq3/av4fB6sFXWdaZXSAuPEEIIIerHZoEj20DZ4atpVRPvQtXySrFdoDQHQpt5N8d/kBYeIYQQQtRPeQHkpMHaF/4udgCyNsE306vWnPQx0sJzHLvdjtVa+8yRTY3BYECn03k7DSGEEGeayhL4842aY+YsyN8LCd09m9MJSMEDKKU4cuQIhYWF3k7F48LCwoiLi/O5VW2FEEL4MIcdio/UHs/b6blcTpIUPOAsdmJiYggICDgrvvyVUpSVlZGTkwNAfHy8lzMSQghxxjAGgn94VddWTaI7ejafk3DWFzx2u91Z7ERGRno7HY/y96+aCTMnJ4eYmBjp3hJCCHFyguKh/3RY/rR7zC8MEnt6PKUTOesHLVeP2QkI8P1JkxpD9fs+m8YuCSGEOE06HfS8Ds6ZAsf3igTHw3Xf+uQyS2d9C0+1s6EbqyZn6/sWQghxmoJi4OJnYODdUJQJfiEQFFtV9Pjgd4sUPI2kpKQEi8Vy1nWTCSGEOIv4hVRtka29nckJnfVdWo3lnXfe4ZZbbnHbv3btWlq2bOm2/+2330ar1aLX651bTEyM23FXXHEF77zzTmOkLIQQQjRZUvA0EpPJhJ+fn/P1tddey5dffom/vz9Go9HteL1ez/jx47HZbNhsNnbs2IHBULUWybfffsvAgQMBMBqNzv1CCCGEODlS8DSC8vJytFotFRUVLFy4EICUlBSaN2+OTqdDq6362B0Oh3OwcE1jaar36fV6eYJKCCGEOA1S8DSCmJgYSktLMRqN3H///ezevZsDBw4wYsQILrzwQvbs2UNUVBSRkZHceeedANhsNpYuXUqbNm1o06YNQ4cOdSmGZHCxEEIIcepk0HIDO3LkCCEhIQQGBmIwGBg7dixPP/00gwcPZtmyZWzevJkJEyawY8cOl/MmTJjA8OHDefHFFwkKCuJf//qXtOoIIYQQDURaeBrYli1b6Njx7xkmX3vtNY4ePcr48eNrPcdut6OUIi4ujoqKCrRaLXFxcURHR8v8OEIIIUQDkBaeBhYZGcmNN95IUVERAFqtlkcffZR27dpht9tdjrXZbADs3LmTnj174u/vT2lpKQaDgVdeeYXKykomTpzIVVdd5fH3IYQQQjQl0sLTwHr37s3EiRNd9g0cOJAJEyYQFRXlMoYnPDycd955h86dO2OxWCgsLKRXr14sXryYwsJC/ve//2E0GnE4HG7FkhBCCOEL8ksrOVxQxpGicmx2h7fTqZW08HjI8uXLAWodwwOQm5tLamoqvXr1AqCiogJ/f38sFgsVFRUezVcIIYSoS1mljbQsM099l8aWzCJC/PRM6d+Sa/u3IDbE78QX8DBp4fERSinuuecehgwZQmJiIlBV8AQEBDB27FjWrVvn5QyFEEKIv23NLOKqt/5gS2bVEA5zhY1XV+zhzkWbyCuxeDk7d1LwNJLqCQShal6e6n8fz+FwUFZWRm5uLldeeSVr1qzh9ddfJz8/n7feeosvvviChIQEADIzM/n666/ZsGEDgYGBHn0vQgghxPGOlVh4fMl2lHKP/bk/n0P5ZZ5P6gSkS6uRWK1WZzfUmDFjXGZOBmjTpg0Oh4Py8nIWL15MZmYma9eupVmzZthsNhYvXszw4cOZOnUqAGazmenTp3P++eczbNgwb7wlIYQQAoASi42dR4trjf++5xjnNA/3YEYnJgVPI7nnnnu45557APjpp59OePyff/7p/Lder2fFihUu8U6dOnH48OGGTVIIIYQ4BTqtBqNOS2Utg5Qjg9yXUPI26dISQgghRL1EBhkZ3SOhxphWA/1bR3o4oxPzuYLnjjvucC6loNFoaNOmDQCpqan06dOH8PBwZsyYgaqp41AIIYQQjc7foOfu4e1oHe06plSjgbkTziEm2OSlzGrnc11aGzZsYOnSpQwYMAAAnU6HxWJh1KhRXHzxxSxevJg777yT+fPnc/3113s5WyGEEOLslBjmz0c39WXnkWJW7colLtSP4R1jiQ31w9/oc+WFbxU8NpuN1NRUBg0aRFBQkHP/119/TVFRES+88AIBAQHMnDmT6dOnS8EjhBBCeFFcqD9xof4Mbh/j7VROyKe6tLZu3YpSih49euDv78+IESM4ePAgW7ZsoV+/fgQEBADQrVs30tLSar2OxWLBbDa7bEIIIYQ4e/lUwZOenk7nzp1ZtGgRaWlpGAwGpk2bhtlsJjk52XmcRqNBp9NRUFBQ43VmzZpFaGioc0tKSvLUW/Cqb775hsWLF3s7DSGEEMLn+FTBM3nyZFJSUujTpw/Jycm8+uqr/PzzzzgcDkwm1wFQfn5+lJXVPLHRQw89RFFRkXM7dOiQJ9L3uvfff59ff/3V22kIIYQQPsenxvD8U1hYGA6Hg7i4OFJTU11ixcXFGI01P+dvMpncCiRPKCqrJK+kEnOFlRB/A1GBRkIDPDMXgcViYfny5fzyyy8euZ8QQghxJvGpgufee++lX79+jB8/HoB169ah1Wrp2rUr7777rvO4jIwMLBYLERER3krVTVZhOf/+Yitrduc59w1qG8Xscd1ICPNvlHva7XZ0Oh0AP//8M3FxcZx77rk1HutwONBqfapBTwghhPAYnyp4evTowSOPPEJcXBw2m4077riDqVOnctFFF1FUVMSCBQuYMmUKs2fPZtiwYc4ve28rKqt0K3YAVu/O48EvtvLKxHMapaUnICCAgIAAdDodZrMZg8FAVFSUM15SUoLBYMBgMBAdHc3OnTsbPAchhBDiTOBTBc+UKVNIT09n9OjRBAcHM3bsWGbOnIler+ftt99m0qRJzJgxA7vdzqpVq7ydrlNeSaVbsVNt9e488koqG6XgsViqVqOtrKwkPj6eH3/8kT59+jjj8fHxvPHGG4wZM6bB7y2EEEKcSXyq4IGqJ6xmzZrltn/MmDHs3r2b9evXM2DAAKKjo72QXc3MFdY648UniJ+uJUuW0L59e5diZ8uWLRQXF3PxxRc36r2FEEKIM4HPFTx1SUxMJDEx0dtpuAnxM9QZDz5B/HQ999xzznFP1T788EOuuOIK/P0bZ/yQEEIIcSaRUawNICrIyKC2UTXGBrWNIqoRV421WCxccsklvPzyy5x33nksXLiQrKws3n33XR555JFGu68QQghxJpGCpwGEBhiZPa6bW9EzqG0Uz47r1qiPpptMJv773/+SkZHBPffcw8svv0zLli1JTk4mLi6u0e4rhBBCnEnOqC4tX5YQ5s8rE88hr6SS4gorwX4GooI8Nw+PTqfjvPPOo2XLlhiNRiIiImjZsiV33nkn9957L6GhoR7JQwghhPBF0sLTgEIDjLSOCaJH83BaxwQ1erFjs9nYsWMH8+bN46qrrqJ79+507dqVX3/9lW+++YZly5axevVqWrVqxSeffNKouQghhBC+TFp4zmB//PEH1157Lb1792bkyJHMmzfPZZX53r17s2LFCt5//33atWvnxUyFEEII75KC5wx2/vnnk5GRccLjbrjhhsZPRgghhPBh0qUlhBBCiCZPCh4hhBBCNHlS8AghhBCiyZOCRwghhBBNnhQ8QgghhGjypOARQgghRJMnBY8QQgghmjyZh+cMZjabCQ0NJTExEb2+6keZl5eHVqslIiICgIqKCmw2G3l5ed5MVQghhPAqKXgaUnkBlOZChRn8QiEwCvzDG+12JpMJgLVr19KyZUsApk6dSlhYGHPnzgVg5cqVTJo0qdFyEEIIIc4EUvA0lKLDsOR22Lf8732th8Llr0BoYqPcUqfTndRxWq30XAohhDi7ScHTEMoL3IsdgL2/wjd3wJXvNWpLzwUXXODs0srJyUGr1fLdd99VpVZejkajabR7CyGEOHvlmCvYl1vK73vziAv147w2UcSG+OFnOLk/yD1JCp6GUJrrXuxU2/trVbwRCh6HwwFUdVvV1aU1efLkBr+3EEKIs1tWYTk3fbCOtOxi5z6dVsObk3tyfrtonyt6pOBpCBXm04ufIqvVSuvWrbniiivQarU4HA4KCwvx9/end+/eANhsNhISEhrl/kIIIc5OFVY7ry7f41LsANgdils/2siv9w2mRWSgl7KrmRQ8DcEv5PTipygwMJA9e/Y4X6ekpNC/f39ycnKIjo5ulHsKIYQQx0osfLExs8aYzaH4c3++zxU8Mpq1IQRGVw1QrknroVXxRjB27FgiIyOJiooiKiqKESNGANCxY0fnvurt3XffbZQchBBCnH1sDoXF5qg1nmu2eDCbkyMFT0PwD696GuufRU/1U1qNNGD5008/JTc3l7y8PPLy8njggQcYN26c83X1Fh4eTlRUVKPkIIQQ4uwTaNTTOjqo1ni/1pEezObkSJdWQwlNrHoayzkPT0hVy04jPp1lMBic/y4oKODNN9/k2WefdTvuyJEjtGjRotHyEEIIcXaJCjbxxOWduPa9v9xiPZLCaB4R4IWs6iYtPA3JPxyi2kGz3lX/bcRip1pRUREffvghvXr14vzzz2fixIku8R07dlBaWkqrVq0aPRchhBBnj3Oah/PRTX1pF1vV0uNv0HHDeS1585qeRAebvJydO2nhOUOVl5czduxYVq5cycCBA3n22We58sornXG73c64ceNYtmwZ48ePJzQ01IvZCiGEaGqCTHrOaxPFxzf1o8xqR6/VEBVkxKj3rcfRq2mUUsrbSTS26jWnioqKCAlxfWKqoqKC/fv3k5ycjJ+fn5cyPDV79uwhLCys1vE5O3fuRKfT0aZNm1qvcSa/fyGEEE1bXd/f9SUtPGewugoZgPbt23soEyGEEMK3yRie/3cWNHTV6Gx930IIIc4uZ33BU/2kU1lZmZcz8Y7q9338E19CCCFEU3PWd2npdDrCwsLIyckBICAg4KxYbFMpRVlZGTk5OYSFhZ30yutCCCHEmeisL3gA4uLiAJxFz9kkLCzM+f6FEEKIpkoKHkCj0RAfH09MTAxWq9Xb6XiMwWCQlh0hhBBnBSl4jqPT6aQAEEIIIZqgs37QshBCCCGaPil4hBBCCNHkScEjhBBCiCbvrBjDUz25ntls9nImQgghhDhZ1d/bDTFJ7llR8BQXFwOQlJTk5UyEEEIIUV/FxcWnvQj2WbF4qMPhICsri+Dg4AafVNBsNpOUlMShQ4dOe2EzIYQQ4kzUWN+FSimKi4tJSEhAqz29UThnRQuPVqulWbNmjXqPkJAQKXiEEEKc1Rrju/B0W3aqyaBlIYQQQjR5UvAIIYQQosmTguc0mUwmHn/8cUwmk7dTEUIIIbziTPguPCsGLQshhBDi7CYtPEIIIYRo8qTgEUIIIUSTJwVPI6isrCQvLw+AzMxMKioqvJyREEIIcXaTgqcGv/zyC+eee67zdVlZGQ6Hw+UYu91OZWUlADt37nSJLVu2jDZt2mA2m3n88ccZO3Ysdru98RMXQggh/sFsNrt9hzWWkx0WXF5eDuDR70YpeGoQEBCAv78/ADabjZCQECIjI4mKiiIqKoqIiAgCAgKYNWsW+/bto1+/fnz//ffO8z///HOuvvpqQkJCeOONN0hMTCQ/P99bb0cIIcRZbNasWVx00UX1Pu/888/nhx9+qNc5999/P0ePHj3hcYmJiWzYsIHu3buTkpJS57G7d+9Go9E4i6RTdVbMtHyySkpKOHz4MEeOHMFisbBnzx4CAwOx2Wx1nrdw4ULGjx/PkiVL6N69O4sXLyY4OJiffvqJyspKrFYrP//8MyUlJYwZM4b333/fQ+9ICCHE2W7v3r2MHDmy3ucd/8f/yTh06BDFxcXExsaSmZnJihUruPbaa2s8NiQkhIiICGbNmsXSpUvp169frdcNDg4GwM/Pr35v4J+UcNq0aZO6/vrrVffu3VVCQoK66aab1Lx582o93m63K4fDoZRS6qWXXlIpKSlqxowZClDLli1TSik1b948dfHFF3sifSGEEEIppdTll1+ugoKCVGRkZI1bUFCQGjlyZJ3XuPjii9WKFStO+p633nqr2rNnj1JKqfXr1yuTyaQ2b96spk2bphISElSLFi2cm8FgUImJiapZs2YqJCREffHFF27XmzBhgkpJSVG5ubmqulxZsWKFuvDCC1VOTs7Jfxj/T7q0jtOjRw/ef/99mjVrRtu2bZkzZw4bNmwgODjY2ZUVGBhIVFQU4eHhmEwmdu3aBcCdd95JYGAgr7zySo3rfiilsFqtHutHFUIIcfYymUy88sor5OXl1bi98sorLpME3nTTTURERNCyZUvntmrVKiZMmOCyT6PRkJGR4Xa/vXv3otVqad26NQC9evXipptuYvr06djtdl566SUyMjKc27nnnsuSJUs4dOgQRUVFXHHFFS7XW7x4MatXr3Zer1q/fv2Ij4+nb9++pKen1+szkYkH/8FsNhMXF0dMTAwOh4PU1FTnQmhr167l/vvvr7W/8Y8//uDLL79k2bJlHDlyBD8/P0pKSigtLSU6OhqbzcbixYsZNGiQJ9+SEEKIs8yECRNYsWKFszvon4qLi7nwwgtZvHgxUPVHe/Pmzbn//vudx4wYMYIHH3yQCy64wLlPo9GQlZVFfHy8y/VuuukmHn/8cZKSkpz7jh49yo4dO/j444/p2LEjc+fOBaqKluLiYmbMmEHPnj255ppr+PDDD52NBVlZWfTs2ZOPP/6YIUOGkJeXR3R0tMuA6Icffpi33nqLH3/8kT59+pzUZyJjeP7hnXfeISEhgWbNmhEUFMTzzz/PpZde6lIJFxUVsXz5csaOHevc9+CDDzJixAjmzJlDjx49WLhwIcOGDWP+/PksXryYH3/80RtvRwghxFnq2WefZerUqTXG5s+f7/K9pNWefIePRqNxeZ2WlkZISIhLsQMQGxtLbGwsCxcupFmzZi4tQzfffDN5eXn88ssvHDx40FnslJeXc+WVV3LjjTcyZMiQWnOYOXMmfn5+lJaWnnTeUvAc5+DBg8yePZunnnqKxYsXM3PmTEJDQ5k+fTodOnRgzJgxQNUPd8KECaxfv56uXbtSXFzM22+/zV133eW81i233EJQUBD5+fkUFhbStWtXysrKmDdvnrTwCCGE8DkzZ87k1Vdfdb4+evQomzdvPuFg4dmzZzNnzhy3/eXl5QwdOpSQkBDKysowmUwkJycTFhbGuHHj2LhxI2lpadx7773Ocz799FM0Gg1PPvmkc1/1UBCHw4FWq+Xo0aN8+eWXPProo/Uq1GQMz3E+++wzrr/+enr06AFAt27dMBgMrFy5krvvvtt5XP/+/bn22muZNm0aSineeustLrzwQpcmvjfffJPNmzfz3//+lwEDBrBt2zb27t0rxY4QQgiPuP/++13G3xy/Hd91Ve3hhx92GWczePBgFi9e7LLvnzZt2kRiYiKxsbFuscWLF6OUQilFcHAwSUlJ/PLLL5hMJnr37s1XX33Fxo0bmTBhgvOc6667jhUrVqDX/90eUz15r8VioaKigokTJ/L+++9TUlJSr89DWniOc99992Gz2Vi/fr1z35NPPsno0aPdmuMee+wx2rZty+eff84zzzzD559/fsLr2+12LBYLAQEBjZG+EEII4fT888+fdJfWqXruued47bXX3PZbrVbmzJnDyy+/zC233EJcXJxL/LzzzuPAgQPMnDkTo9HoEvvn67i4ODZt2kR5eTkTJkygtLSUn3/+2Tm+9mRJwfMPer0eq9XqnP2xb9++9OvXj5UrV7JkyRLnnAQtWrRg165dZGRk0LVrV4YOHeq8ht1u59JLL3VpavPz88Nut2Oz2bBarS7VqxBCCHGm+eOPP+jQoQMRERFuseeee47Q0FC6du3KgQMHaNWqFWFhYYwZM4YuXbrw1ltvUVFR4VyGKT09nY4dO9Z4H6PRSFZWFqNGjaJPnz58+eWXBAUF1Ttf+datgcVicS4bccMNNwBVg5lTUlJ47LHHnMcd/+je8SoqKvj+++8ZNmyY27Wr+yCFEEKIxuJwOLj//vt54oknaoyXlJRw4YUXOl8rpU56DE/101IvvPAC7733Xo3X79SpE7169eLLL7+kf//+xMbGOntPPv74Y+69915WrlzJxIkTGT58OFdddRVbtmxxDg2xWq1s2rSJ5cuXM2/ePCwWC08//TTXXXfdKX8mMvGgEEII0cRcfvnldU6cO2/ePJeJB//1r3+pOXPmnPC6oaGhav/+/UoppVJTU+s8try8XMXHx6v333/fue/ll19WiYmJauPGjUoppZYsWaJ0Op0aP368UkqpkpISNWDAAGUymVRkZKS68sor1aJFi5TFYjlhbici8/AIIYQQZ7mysjJ0Op3LFCwNISUlhd69ezuHcZjNZoqLi0lMTHQes3fvXhITE50tSampqQQGBpKcnNyguUjBI4QQQogmTwaTCCGEEKLJk4JHCCGEEE2eFDxCCCGEaPKk4BFCCCFEkycFjxBnoMzMTIYMGUJQUBBDhw4lKyurQa+fkZHhtkBgY8jMzGTQoEH4+/vTvHlzDh061Cj3mT9/vsuKzzVZuXIlLVu2bJT7CyG8TwoeIc5AkydPpmXLlmzdupXk5GRuvPFGb6d0Sl588UVCQ0PJyMjg22+/JSwszGu5DBw4kK1bt3rt/qdLCjYh6iYzLQtxhklPT+ePP/7gu+++Izg4mMcee4yWLVtiNpvrvbaMtx07doxevXoRGxtb4+KDnqTX68+4z08IcfKkhUeIM8xff/1F69atCQ4OBqBZs2b8+9//di6HMnXqVJ544gkWLlxI+/btXaaKX7NmDT169CAgIIA+ffqQmprqjH333Xe0adOGyMhI5s+f73LPdevW0bdvX0JDQ7niiisoKio6qVxXr15Njx49CA8PZ9KkSRQWFgIwe/ZsNBoNH3zwAU8++SQajYYRI0ac1DW//PJL2rVrR2BgIBdeeCGHDx92xn799Ve6detGcHAwl1xyCZmZmS7nvvPOO8TG/l97dxbTVLfFAfxf+CiGIYCQFqWANsEICGHQhMkxRoggomiQMGkY9YEo0WhEEqYHI4rBCBIUsWiA+IIMKryIiDbRgPODTDKUQonBSmgI87oPXE++XqOgJvde+63fU0/3WXs4D+3K3rvdUkgkkm8O/P3eDElTUxM8PDxgbW2NpKQkTE9PAwCSk5P1jpppaGiAp6encF1ZWQkXFxfY2dnh7NmzICJhqfDkyZOQSCS4evUq3Nzc4O7uDp1OByJCQUEBnJ2dsWrVKhQVFQn1bdu2DcXFxTh48CDMzc3h5+cHjUYDjUYDkUiE7du3Y2BgACKRCCKRCBqNZlnPk7F/jN/+r2bG2H/V+fPnKTAw8LvlCQkJ5OfnR/7+/tTY2EgqlYqIiObn50kikVB+fj6NjIxQeno6hYSEEBGRRqMhMzMzKisro+7ubtq0aRN9/XjQarVka2tLOTk5NDAwQMHBwZSYmLhkPwcHB8nc3JzKysqot7eX9uzZQ3v37iUioqmpKdJqtRQdHU2nT58mrVZLOp1uyTrHxsZILBaTQqGg4eFh2r9/P6WlpRERUV9fH5mZmVFFRQWpVCo6dOiQ0F5FRQXZ2dlRcHAwdXV10alTp8jR0VGv7paWFnJ2dtZ7r6enh8RiMZWXl1NPTw95eXlRXl4eERE1NTWRr6+vcO+xY8coOzubiIiePHlCYrGYGhsb6d27dySTyej27dvU19dHAOjKlSsUExNDtra21N7eTpaWlvT06VOqrKwkGxsbUiqVpFQqycLCgtra2oiIaOvWrSSVSuny5cvU3d1Nrq6ulJWVRQsLC6TVaqmhoYEcHR1Jq9WSVqulhYWFJZ8nY/8kvKTF2B9mdnZWOIA2IyMDN2/eBLA4e+Ph4QEA+PjxI7q6umBlZaUX++bNG1hZWeHt27eYmJhAV1cXgMVZDLlcjuTkZABATk4Odu/eDWBx5sfExARZWVkQiUQ4ceIE4uLiluznnTt3EBAQINRZWloKBwcHaDQa2Nvbw9TUFGKxGCtWrFj23h1LS0sMDg7C0tIS7e3tmJmZEcZQVVWFLVu24PDhwwCAgoICvH79WojV6XRQKBSQSqVISkpCQUHBku1VV1fD29tbOEQ4LS0N5eXlOHfuHHbs2IH+/n6Mjo5CKpWiubkZ9+7dAwAoFArs27cPoaGhAIDY2FjU19cjKCgIwOLs0NjYGHbu3AlfX1+sXLkSs7OzUCgUSElJgb+/PwAgLCxML87f3x/Hjx8HAEREREClUkEkEsHa2hoWFhYwMjL6n+6DYuz/GSc8jP1hrKyshKWhzMxMpKenw9PTE/Pz88I98fHx3yQ7RkZGKCwsxI0bNyCXy+Hs7CzEjIyMwNHRUbhXLpcLr9VqNT59+gQbGxsAi6cwT0xMYGpq6ptTlP9OpVLp1bN69WqYmppCpVLB3t7+l8ZORDhz5gxqa2vh5uYGKysrYQxDQ0N6S1IymQwymUy4dnV1FfYJicXiZbWnVqvx8uVLIYmYm5uDhYUFAMDExARhYWFobm6Gv78/jI2NsWHDBiGupaVFiJuZmdFb7vr63P7z+anVaiiVSpSWlgIApqamEBERIZT//XRrsVgsnFrNGFsaJzyM/WG8vLzQ2dmJiYkJ2NrawszMDDqdTu8ec3Pzb+IeP36Ma9euoaenB1KpFA8ePEBHRwcAQCKR6P20fXBwUHgtk8mwceNG1NTUAFhMOsbHx2FiYvLDfjo5OeHRo0fCtVqtxvT0NJycnH5+0P9WVVWF1tZWDA0NwcLCAiUlJbh79y4AwNHREa2trcK9XV1diIqKEsb4KxuSZTIZwsPDcfHiRQDA/Pw8JicnhfLIyEhUVVVhfHwckZGRenFpaWnCbMzs7CwWFhaW1V5iYiIOHDgAAJientZLzn40BiMjI06AGPsB3rTM2B8mMDAQ69atQ2pqKvr7+5Gbm7usL7qvSdH4+DiePXuGjIwMIS44OBidnZ1QKBTo7e1Fdna2EBcaGoqBgQG8ePECxsbGqKmpQUhIyJJtxsbGQqlU4vr16+jr68PRo0cRERHxW7/G+jqGz58/4+HDh8jLyxP6ER0djba2Nty6dQsqlQr5+fmQSCTC8t+v+Fpnd3c3AKCoqAhHjhwRynft2oXnz5+jsbFRL+GJj49HXV0dNBoN5ubmkJmZiczMzCXbS0hIQHV1NSYmJjA5OYmUlBQUFxcvq69yuRzDw8Po6OhAT08PXr169ZOjZcywccLD2B/GyMgIdXV1GBwchIeHB7q7u/WWo74nJCQE4eHh8PHxQVpaGpKTkzE8PIzR0VE4ODigqqoKOTk5CAoKQmBgoBBnbW2N+vp6XLp0CevXr0dtbS3q6+vx118/niCWyWS4f/8+iouL4e3tDXNzc1RUVPzW2OPj4+Hi4gJXV1fk5OQgNTUVHz58wNTUFNasWYO6ujoUFhbC3d0dX758+e325HI5FAoFMjIy4O7ujvfv36O6ulooNzU1hZ+fHzo7O+Hr6yu8v3nzZmRnZyMuLg7e3t6YmZlBSUnJku3FxMQgKioKoaGhCAgIwNq1a5Gbm7usvspkMly4cAHBwcHw8fGBUqn8+QEzZsBExHOgjDHGGDNwPMPDGGOMMYPHCQ9jjDHGDB4nPIwxxhgzeJzwMMYYY8zgccLDGGOMMYPHCQ9jjDHGDB4nPIwxxhgzeJzwMMYYY8zgccLDGGOMMYPHCQ9jjDHGDN6/AB0xxR5cHJqrAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制午餐标准与总成绩的性别分类散点图\n",
    "sns.scatterplot(x = \"午餐\", y = \"total_score\", hue = \"性别\", data = df)\n",
    "plt.title(\"午餐标准与总成绩的性别分类散点图\")\n",
    "plt.xlabel('Grade of achievement')\n",
    "plt.ylabel('score')\n",
    "plt.legend(title='性别')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "4998a514-8e57-45b6-9b82-09e8ad70087d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制各特征的相关热力图\n",
    "df = df.select_dtypes(include=['number'])\n",
    "corr_matrix = df.corr()\n",
    "plt.figure()\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')\n",
    "plt.title('数值列相关性热力图')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
